diff --git a/hadoop-common-project/hadoop-common/CHANGES.txt b/hadoop-common-project/hadoop-common/CHANGES.txt
index 628d0717029..c99d51e1c39 100644
--- a/hadoop-common-project/hadoop-common/CHANGES.txt
+++ b/hadoop-common-project/hadoop-common/CHANGES.txt
@@ -17,6 +17,8 @@ Release 2.4.0 - UNRELEASED
     HADOOP-10333. Fix grammatical error in overview.html document.
     (René Nyffenegger via suresh)
 
+    HADOOP-10343. Change info to debug log in LossyRetryInvocationHandler. (arpit)
+
   OPTIMIZATIONS
 
   BUG FIXES
diff --git a/hadoop-common-project/hadoop-common/src/main/java/org/apache/hadoop/io/retry/LossyRetryInvocationHandler.java b/hadoop-common-project/hadoop-common/src/main/java/org/apache/hadoop/io/retry/LossyRetryInvocationHandler.java
index bdb6a614ef3..7a557c477ca 100644
--- a/hadoop-common-project/hadoop-common/src/main/java/org/apache/hadoop/io/retry/LossyRetryInvocationHandler.java
+++ b/hadoop-common-project/hadoop-common/src/main/java/org/apache/hadoop/io/retry/LossyRetryInvocationHandler.java
@@ -51,11 +51,15 @@ protected Object invokeMethod(Method method, Object[] args) throws Throwable {
     int retryCount = RetryCount.get();
     if (retryCount < this.numToDrop) {
       RetryCount.set(++retryCount);
-      LOG.info("Drop the response. Current retryCount == " + retryCount);
+      if (LOG.isDebugEnabled()) {
+        LOG.debug("Drop the response. Current retryCount == " + retryCount);
+      }
       throw new RetriableException("Fake Exception");
     } else {
-      LOG.info("retryCount == " + retryCount
+      if (LOG.isDebugEnabled()) {
+        LOG.debug("retryCount == " + retryCount
           + ". It's time to normally process the response");
+      }
       return result;
     }
   }