Mine was doing the same thing. Pulled the plug off the relay, and the contacts were all corroded. Cleaned them with WD40, blow them off with air, greased with Dielectric grease, put the plug on and off several times, and It's been fine since.
Thanks RR...I'll try this first since its easy.