diff --git a/src/utils/mod.rs b/src/utils/mod.rs
index 8b113676..30c776fa 100644
--- a/src/utils/mod.rs
+++ b/src/utils/mod.rs
@@ -69,31 +69,40 @@ pub fn id_from_content(content: &str) -> String {
 
 fn adjust_links<'a>(event: Event<'a>, with_base: &str) -> Event<'a> {
     lazy_static! {
-        static ref HTTP_LINK: Regex = Regex::new("^https?://").unwrap();
+        static ref SCHEME_LINK: Regex = Regex::new(r"^[a-z][a-z0-9+.-]*:").unwrap();
         static ref MD_LINK: Regex = Regex::new(r"(?P<link>.*)\.md(?P<anchor>#.*)?").unwrap();
     }
 
+    fn fix<'a>(dest: Cow<'a, str>, base: &str) -> Cow<'a, str> {
+        // Don't modify links with schemes like `https`.
+        if !SCHEME_LINK.is_match(&dest) {
+            // This is a relative link, adjust it as necessary.
+            let mut fixed_link = String::new();
+            if !base.is_empty() {
+                fixed_link.push_str(base);
+                fixed_link.push_str("/");
+            }
+
+            if let Some(caps) = MD_LINK.captures(&dest) {
+                fixed_link.push_str(&caps["link"]);
+                fixed_link.push_str(".html");
+                if let Some(anchor) = caps.name("anchor") {
+                    fixed_link.push_str(anchor.as_str());
+                }
+            } else {
+                fixed_link.push_str(&dest);
+            };
+            return Cow::from(fixed_link);
+        }
+        dest
+    }
+
     match event {
         Event::Start(Tag::Link(dest, title)) => {
-            if !HTTP_LINK.is_match(&dest) {
-                let dest = if !with_base.is_empty() {
-                    format!("{}/{}", with_base, dest)
-                } else {
-                    dest.clone().into_owned()
-                };
-
-                if let Some(caps) = MD_LINK.captures(&dest) {
-                    let mut html_link = [&caps["link"], ".html"].concat();
-
-                    if let Some(anchor) = caps.name("anchor") {
-                        html_link.push_str(anchor.as_str());
-                    }
-
-                    return Event::Start(Tag::Link(Cow::from(html_link), title));
-                }
-            }
-
-            Event::Start(Tag::Link(dest, title))
+            Event::Start(Tag::Link(fix(dest, with_base), title))
+        }
+        Event::Start(Tag::Image(dest, title)) => {
+            Event::Start(Tag::Image(fix(dest, with_base), title))
         }
         _ => event,
     }
diff --git a/tests/dummy_book/src/second/nested.md b/tests/dummy_book/src/second/nested.md
index c3eb3c8f..2fa98beb 100644
--- a/tests/dummy_book/src/second/nested.md
+++ b/tests/dummy_book/src/second/nested.md
@@ -1,4 +1,8 @@
 # Testing relative links for the print page
 
 When we link to [the first section](../first/nested.md), it should work on
-both the print page and the non-print page.
\ No newline at end of file
+both the print page and the non-print page.
+
+Link [outside](../../std/foo/bar.html).
+
+![Some image](../images/picture.png)
diff --git a/tests/rendered_output.rs b/tests/rendered_output.rs
index 2d679e4d..2aa7f93a 100644
--- a/tests/rendered_output.rs
+++ b/tests/rendered_output.rs
@@ -123,7 +123,11 @@ fn check_correct_relative_links_in_print_page() {
 
     assert_contains_strings(
         first.join("print.html"),
-        &[r##"<a href="second/../first/nested.html">the first section</a>,"##],
+        &[
+            r##"<a href="second/../first/nested.html">the first section</a>,"##,
+            r##"<a href="second/../../std/foo/bar.html">outside</a>"##,
+            r##"<img src="second/../images/picture.png" alt="Some image" />"##,
+        ],
     );
 }
 
diff --git a/tests/searchindex_fixture.json b/tests/searchindex_fixture.json
index 78a39153..d1e20970 100644
--- a/tests/searchindex_fixture.json
+++ b/tests/searchindex_fixture.json
@@ -66,7 +66,7 @@
           "title": 2
         },
         "9": {
-          "body": 10,
+          "body": 13,
           "breadcrumbs": 7,
           "title": 5
         }
@@ -133,7 +133,7 @@
           "title": "Second Chapter"
         },
         "9": {
-          "body": "When we link to the first section , it should work on both the print page and the non-print page.",
+          "body": "When we link to the first section , it should work on both the print page and the non-print page. Link outside . Some image",
           "breadcrumbs": "Second Chapter » Testing relative links for the print page",
           "id": "9",
           "title": "Testing relative links for the print page"
@@ -555,6 +555,22 @@
           "i": {
             "df": 0,
             "docs": {},
+            "m": {
+              "a": {
+                "df": 0,
+                "docs": {},
+                "g": {
+                  "df": 1,
+                  "docs": {
+                    "9": {
+                      "tf": 1.0
+                    }
+                  }
+                }
+              },
+              "df": 0,
+              "docs": {}
+            },
             "n": {
               "c": {
                 "df": 0,
@@ -715,7 +731,7 @@
                   "df": 1,
                   "docs": {
                     "9": {
-                      "tf": 1.4142135623730951
+                      "tf": 1.7320508075688772
                     }
                   }
                 }
@@ -845,6 +861,34 @@
               }
             }
           },
+          "o": {
+            "df": 0,
+            "docs": {},
+            "u": {
+              "df": 0,
+              "docs": {},
+              "t": {
+                "df": 0,
+                "docs": {},
+                "s": {
+                  "df": 0,
+                  "docs": {},
+                  "i": {
+                    "d": {
+                      "df": 1,
+                      "docs": {
+                        "9": {
+                          "tf": 1.0
+                        }
+                      }
+                    },
+                    "df": 0,
+                    "docs": {}
+                  }
+                }
+              }
+            }
+          },
           "p": {
             "a": {
               "df": 0,
@@ -1732,6 +1776,22 @@
           "i": {
             "df": 0,
             "docs": {},
+            "m": {
+              "a": {
+                "df": 0,
+                "docs": {},
+                "g": {
+                  "df": 1,
+                  "docs": {
+                    "9": {
+                      "tf": 1.0
+                    }
+                  }
+                }
+              },
+              "df": 0,
+              "docs": {}
+            },
             "n": {
               "c": {
                 "df": 0,
@@ -1892,7 +1952,7 @@
                   "df": 1,
                   "docs": {
                     "9": {
-                      "tf": 1.7320508075688772
+                      "tf": 2.0
                     }
                   }
                 }
@@ -2022,6 +2082,34 @@
               }
             }
           },
+          "o": {
+            "df": 0,
+            "docs": {},
+            "u": {
+              "df": 0,
+              "docs": {},
+              "t": {
+                "df": 0,
+                "docs": {},
+                "s": {
+                  "df": 0,
+                  "docs": {},
+                  "i": {
+                    "d": {
+                      "df": 1,
+                      "docs": {
+                        "9": {
+                          "tf": 1.0
+                        }
+                      }
+                    },
+                    "df": 0,
+                    "docs": {}
+                  }
+                }
+              }
+            }
+          },
           "p": {
             "a": {
               "df": 0,