Chipmunks generally feed on nuts, seeds and fruits. Pumpkin seeds and sunflower seeds are effective seed baits. Plum or prune slices and raisins are good fruit baits, and even plum pits will draw chipmunks' interest. Chipmunks also love peanuts -- especially peanuts in the shell, either roasted or unroasted.