I used to use those huge picks, called Big Stubbies.

I switched over to a light pick a while ago. As far as I can tell the benefits of a lighter pick are less picking noise, improved control, and easier rhythm playing.

The only benefit I've found in using thicker picks is a phatter tone when playing leads. But if you're playing anything fast or switching between chords and rhythm a lot, forget it, use a light pick.