diff --git a/common/src/main/java/org/apache/uniffle/common/security/HadoopSecurityContext.java b/common/src/main/java/org/apache/uniffle/common/security/HadoopSecurityContext.java
index 1d8349f9cb..49083d365c 100644
--- a/common/src/main/java/org/apache/uniffle/common/security/HadoopSecurityContext.java
+++ b/common/src/main/java/org/apache/uniffle/common/security/HadoopSecurityContext.java
@@ -19,20 +19,17 @@
 
 import java.io.IOException;
 import java.security.PrivilegedExceptionAction;
-import java.util.Map;
 import java.util.concurrent.Callable;
 import java.util.concurrent.Executors;
 import java.util.concurrent.ScheduledExecutorService;
 import java.util.concurrent.TimeUnit;
 
-import com.google.common.annotations.VisibleForTesting;
 import org.apache.commons.lang3.StringUtils;
 import org.apache.hadoop.conf.Configuration;
 import org.apache.hadoop.security.UserGroupInformation;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
-import org.apache.uniffle.common.util.JavaUtils;
 import org.apache.uniffle.common.util.ThreadUtils;
 
 public class HadoopSecurityContext implements SecurityContext {
@@ -42,12 +39,6 @@ public class HadoopSecurityContext implements SecurityContext {
   private UserGroupInformation loginUgi;
   private ScheduledExecutorService refreshScheduledExecutor;
 
-  // The purpose of the proxy user ugi cache is to prevent the creation of
-  // multiple cache keys for the same user, scheme, and authority in the Hadoop filesystem.
-  // Without this cache, large amounts of unnecessary filesystem instances could be stored in memory,
-  // leading to potential memory leaks. For more information on this issue, refer to #706.
-  private Map<String, UserGroupInformation> proxyUserUgiPool;
-
   public HadoopSecurityContext(
       String krb5ConfPath,
       String keytabFile,
@@ -85,7 +76,6 @@ public HadoopSecurityContext(
         refreshIntervalSec,
         refreshIntervalSec,
         TimeUnit.SECONDS);
-    proxyUserUgiPool = JavaUtils.newConcurrentMap();
   }
 
   private void authRefresh() {
@@ -105,10 +95,8 @@ public <T> T runSecured(String user, Callable<T> securedCallable) throws Excepti
 
     // Run with the proxy user.
     if (!user.equals(loginUgi.getShortUserName())) {
-      UserGroupInformation proxyUserUgi =
-          proxyUserUgiPool.computeIfAbsent(user, x -> UserGroupInformation.createProxyUser(x, loginUgi));
       return executeWithUgiWrapper(
-          proxyUserUgi,
+          UserGroupInformation.createProxyUser(user, loginUgi),
           securedCallable
       );
     }
@@ -126,20 +114,10 @@ private <T> T executeWithUgiWrapper(UserGroupInformation ugi, Callable<T> callab
     return ugi.doAs((PrivilegedExceptionAction<T>) callable::call);
   }
 
-  // Only for tests
-  @VisibleForTesting
-  Map<String, UserGroupInformation> getProxyUserUgiPool() {
-    return proxyUserUgiPool;
-  }
-
   @Override
   public void close() throws IOException {
     if (refreshScheduledExecutor != null) {
       refreshScheduledExecutor.shutdown();
     }
-    if (proxyUserUgiPool != null) {
-      proxyUserUgiPool.clear();
-      proxyUserUgiPool = null;
-    }
   }
 }
diff --git a/common/src/test/java/org/apache/uniffle/common/security/HadoopSecurityContextTest.java b/common/src/test/java/org/apache/uniffle/common/security/HadoopSecurityContextTest.java
index 38a34db1f6..53ad36b231 100644
--- a/common/src/test/java/org/apache/uniffle/common/security/HadoopSecurityContextTest.java
+++ b/common/src/test/java/org/apache/uniffle/common/security/HadoopSecurityContextTest.java
@@ -18,13 +18,10 @@
 package org.apache.uniffle.common.security;
 
 import java.util.concurrent.Callable;
-import java.util.concurrent.atomic.AtomicReference;
 
 import org.apache.commons.lang3.StringUtils;
 import org.apache.hadoop.fs.FileStatus;
-import org.apache.hadoop.fs.FileSystem;
 import org.apache.hadoop.fs.Path;
-import org.apache.hadoop.security.UserGroupInformation;
 import org.junit.jupiter.api.BeforeAll;
 import org.junit.jupiter.api.Test;
 
@@ -69,28 +66,13 @@ public void testSecuredCallable() throws Exception {
 
       // case3: run by the proxy user
       Path pathWithAlexUser = new Path("/alex/HadoopSecurityContextTest");
-      AtomicReference<UserGroupInformation> ugi1 = new AtomicReference<>();
       context.runSecured("alex", (Callable<Void>) () -> {
-        ugi1.set(UserGroupInformation.getCurrentUser());
         kerberizedHdfs.getFileSystem().mkdirs(pathWithAlexUser);
         return null;
       });
       fileStatus = kerberizedHdfs.getFileSystem().getFileStatus(pathWithAlexUser);
       assertEquals("alex", fileStatus.getOwner());
 
-      // case4: run by the proxy user again, it will always return the same
-      // ugi and filesystem instance.
-      AtomicReference<UserGroupInformation> ugi2 = new AtomicReference<>();
-      context.runSecured("alex", (Callable<Void>) () -> {
-        ugi2.set(UserGroupInformation.getCurrentUser());
-        return null;
-      });
-      assertTrue(ugi1.get() == ugi2.get());
-      assertTrue(ugi1.get() == context.getProxyUserUgiPool().get("alex"));
-
-      FileSystem fileSystem1 = context.runSecured("alex", () -> FileSystem.get(kerberizedHdfs.getConf()));
-      FileSystem fileSystem2 = context.runSecured("alex", () -> FileSystem.get(kerberizedHdfs.getConf()));
-      assertTrue(fileSystem1 == fileSystem2);
     }
   }