diff --git a/docs/Gemfile b/docs/Gemfile
index 8177425cfb681..db1ba08204f67 100644
--- a/docs/Gemfile
+++ b/docs/Gemfile
@@ -24,9 +24,6 @@ source "https://rubygems.org"
 
 gem "jekyll", "~> 4.3"
 gem "jekyll-redirect-from", "~> 0.16"
-# Rouge 4.0 drops support for Ruby < 2.7, which is EOL.
-# See: https://github.com/rouge-ruby/rouge/blob/61bdda18f204a661413daa93d9624bc65ad219a5/CHANGELOG.md#version-400-2022-09-04
-gem "rouge", "~> 3.26"
 # This resolves a build issue on Apple Silicon.
 # See: https://issues.apache.org/jira/browse/SPARK-38488
 gem "ffi", "~> 1.15"
diff --git a/docs/Gemfile.lock b/docs/Gemfile.lock
index e137f0f039b97..286c8fe97948d 100644
--- a/docs/Gemfile.lock
+++ b/docs/Gemfile.lock
@@ -54,7 +54,7 @@ GEM
     rb-inotify (0.10.1)
       ffi (~> 1.0)
     rexml (3.2.6)
-    rouge (3.30.0)
+    rouge (4.5.1)
     safe_yaml (1.0.5)
     sass-embedded (1.63.6)
       google-protobuf (~> 3.23)
@@ -71,7 +71,6 @@ DEPENDENCIES
   ffi (~> 1.15)
   jekyll (~> 4.3)
   jekyll-redirect-from (~> 0.16)
-  rouge (~> 3.26)
 
 BUNDLED WITH
    2.4.22