diff --git a/server/src/main/java/io/druid/client/DirectDruidClient.java b/server/src/main/java/io/druid/client/DirectDruidClient.java
index 2e0e22ce48a..c354bc18259 100644
--- a/server/src/main/java/io/druid/client/DirectDruidClient.java
+++ b/server/src/main/java/io/druid/client/DirectDruidClient.java
@@ -343,7 +343,7 @@ public class DirectDruidClient<T> implements QueryRunner<T>
           }
         }
         catch (IOException | InterruptedException | ExecutionException e) {
-          throw new RE(e, "Failure getting results from[%s]. Likely a timeout occurred.", url);
+          throw new RE(e, "Failure getting results from[%s] because of [%s]", url, e.getMessage());
         }
         catch (CancellationException e) {
           throw new QueryInterruptedException("Query cancelled");