The Relay should be replaced. 

A Pump Start Relay is a magnetically activated switch. 

Over time the magnetic contact points oxidize making them ineffective at pulling the high voltage contacts together and buzzing can result, high moisture and or high salt atmospheres will accelerate this wear process resulting in a shorter service life.

Call 1-800-735-7246 for warranty information or FIND A DISTRIBUTOR to purchase a replacement.