diff --git a/.gitignore b/.gitignore
index f5fc681cc8750..11141961bf805 100644
--- a/.gitignore
+++ b/.gitignore
@@ -18,10 +18,7 @@
 .ensime_cache/
 .ensime_lucene
 .generated-mima*
-# All the files under .idea/ are ignore. To add new files under ./idea that are not in the VCS yet, please use `git add -f`
 .idea/
-# SPARK-35223: Add IssueNavigationLink to make IDEA support hyperlink on JIRA Ticket and GitHub PR on Git plugin.
-!.idea/vcs.xml
 .idea_modules/
 .metals
 .project
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
deleted file mode 100644
index 28fd3fcdf10ea..0000000000000
--- a/.idea/vcs.xml
+++ /dev/null
@@ -1,36 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<!--
-  ~ Licensed to the Apache Software Foundation (ASF) under one or more
-  ~ contributor license agreements.  See the NOTICE file distributed with
-  ~ this work for additional information regarding copyright ownership.
-  ~ The ASF licenses this file to You under the Apache License, Version 2.0
-  ~ (the "License"); you may not use this file except in compliance with
-  ~ the License.  You may obtain a copy of the License at
-  ~
-  ~    http://www.apache.org/licenses/LICENSE-2.0
-  ~
-  ~ Unless required by applicable law or agreed to in writing, software
-  ~ distributed under the License is distributed on an "AS IS" BASIS,
-  ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  ~ See the License for the specific language governing permissions and
-  ~ limitations under the License.
--->
-<project version="4">
-  <component name="IssueNavigationConfiguration">
-    <option name="links">
-      <list>
-        <IssueNavigationLink>
-          <option name="issueRegexp" value="[A-Z]+\-\d+" />
-          <option name="linkRegexp" value="https://issues.apache.org/jira/browse/$0" />
-        </IssueNavigationLink>
-        <IssueNavigationLink>
-          <option name="issueRegexp" value="#(\d+)" />
-          <option name="linkRegexp" value="https://github.com/apache/spark/pull/$1" />
-        </IssueNavigationLink>
-      </list>
-    </option>
-  </component>
-  <component name="VcsDirectoryMappings">
-    <mapping directory="$PROJECT_DIR$" vcs="Git" />
-  </component>
-</project>