diff --git a/server/src/main/java/org/apache/druid/segment/loading/SegmentLoaderLocalCacheManager.java b/server/src/main/java/org/apache/druid/segment/loading/SegmentLoaderLocalCacheManager.java
index 2aa203824883..de9bff151693 100644
--- a/server/src/main/java/org/apache/druid/segment/loading/SegmentLoaderLocalCacheManager.java
+++ b/server/src/main/java/org/apache/druid/segment/loading/SegmentLoaderLocalCacheManager.java
@@ -137,12 +137,40 @@ private StorageLocation findStorageLocationIfLoaded(final DataSegment segment)
     for (StorageLocation location : locations) {
       File localStorageDir = new File(location.getPath(), DataSegmentPusher.getDefaultStorageDir(segment, false));
       if (localStorageDir.exists()) {
-        return location;
+        if (checkSegmentFilesIntact(localStorageDir)) {
+          log.warn("[%s] may be damaged. Delete all the segment files and pull from DeepStorage again.", localStorageDir.getAbsolutePath());
+          cleanupCacheFiles(location.getPath(), localStorageDir);
+          location.removeSegmentDir(localStorageDir, segment);
+          break;
+        } else {
+          return location;
+        }
       }
     }
     return null;
   }
 
+  /**
+   * check data intact.
+   * @param dir segments cache dir
+   * @return true means segment files may be damaged.
+   */
+  private boolean checkSegmentFilesIntact(File dir)
+  {
+    return checkSegmentFilesIntactWithStartMarker(dir);
+  }
+
+  /**
+   * If there is 'downloadStartMarker' existed in localStorageDir, the segments files might be damaged.
+   * Because each time, Druid will delete the 'downloadStartMarker' file after pulling and unzip the segments from DeepStorage.
+   * downloadStartMarker existed here may mean something error during download segments and the segment files may be damaged.
+   */
+  private boolean checkSegmentFilesIntactWithStartMarker(File localStorageDir)
+  {
+    final File downloadStartMarker = new File(localStorageDir.getPath(), "downloadStartMarker");
+    return downloadStartMarker.exists();
+  }
+
   @Override
   public Segment getSegment(DataSegment segment, boolean lazy) throws SegmentLoadingException
   {
@@ -173,6 +201,12 @@ public Segment getSegment(DataSegment segment, boolean lazy) throws SegmentLoadi
     return factory.factorize(segment, segmentFiles, lazy);
   }
 
+  /**
+   * Make sure segments files in loc is intact, otherwise function like loadSegments will failed because of segment files is damaged.
+   * @param segment
+   * @return
+   * @throws SegmentLoadingException
+   */
   @Override
   public File getSegmentFiles(DataSegment segment) throws SegmentLoadingException
   {
diff --git a/server/src/main/java/org/apache/druid/server/coordination/SegmentLoadDropHandler.java b/server/src/main/java/org/apache/druid/server/coordination/SegmentLoadDropHandler.java
index 33d4df915140..0cb0ec0218b8 100644
--- a/server/src/main/java/org/apache/druid/server/coordination/SegmentLoadDropHandler.java
+++ b/server/src/main/java/org/apache/druid/server/coordination/SegmentLoadDropHandler.java
@@ -514,7 +514,10 @@ public ListenableFuture<List<DataSegmentChangeRequestAndStatus>> processBatch(Li
   private AtomicReference<Status> processRequest(DataSegmentChangeRequest changeRequest)
   {
     synchronized (requestStatusesLock) {
-      if (requestStatuses.getIfPresent(changeRequest) == null) {
+      AtomicReference<Status> status = requestStatuses.getIfPresent(changeRequest);
+
+      // If last load/drop request status is failed, here can try that again
+      if (status == null || status.get().getState() == Status.STATE.FAILED) {
         changeRequest.go(
             new DataSegmentChangeHandler()
             {