Bunnies are mammals. Mammals do not lay eggs. (There are a few exceptions called monotremes. I know this because I studied biology in college. And because I know how to use wikipedia.) I still don't know how bunnies and eggs got associated with Easter, but once again, the all-knowing wikipedia has some ideas.
I do know that the reason I celebrate Easter is because Jesus lives so I can live.