Try what Al has said in the past by hitting the pump motor with a 2x4. Not hard, but hard enough to give the contacts a bump that can get them to start. If that doesn't do it, you may need a new capacitor for the motor. The pool stores get about $25 for these, but you get get them at Grainger for about $5.

Good luck.