diff --git a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/dataregion/compaction/execute/utils/executor/readchunk/loader/ChunkLoader.java b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/dataregion/compaction/execute/utils/executor/readchunk/loader/ChunkLoader.java
index c91f1500d930..856fb868f08b 100644
--- a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/dataregion/compaction/execute/utils/executor/readchunk/loader/ChunkLoader.java
+++ b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/dataregion/compaction/execute/utils/executor/readchunk/loader/ChunkLoader.java
@@ -70,6 +70,9 @@ protected ModifiedStatus calculatePageModifiedStatus(PageHeader pageHeader) {
       return this.modifiedStatus;
     }
     ModifiedStatus pageModifiedStatus = ModifiedStatus.NONE_DELETED;
+    if (pageHeader.getStatistics() == null || pageHeader.getStatistics().getCount() == 0) {
+      return pageModifiedStatus;
+    }
     List<TimeRange> deleteIntervalList = chunkMetadata.getDeleteIntervalList();
     long startTime = pageHeader.getStartTime();
     long endTime = pageHeader.getEndTime();