Spark sql queries returning large number of row takes every long time to return results to ZeppelinServer

Spark sql queries returning large number of rows takes very long to return results to ZeppelinServer.

I had an usecase where 10k rows were returned by my query and each row had 50 columns.
This took hours for sparkinterpreter to return results to zeppelinserver.