diff --git a/synapse/federation/transaction_queue.py b/synapse/federation/transaction_queue.py
index 7db7b806dc3ec2c49a03f14e244eed05e1ccaa7c..6b3a7abb9e43ac3b5a33b0e4268f2d8822e0bf86 100644
--- a/synapse/federation/transaction_queue.py
+++ b/synapse/federation/transaction_queue.py
@@ -362,7 +362,7 @@ class TransactionQueue(object):
                     if not success:
                         break
         except NotRetryingDestination:
-            logger.info(
+            logger.debug(
                 "TX [%s] not ready for retry yet - "
                 "dropping transaction for now",
                 destination,