Peanut butter is the best bait for squirrels. Squirrels, of course, are naturally attracted to nuts. Since peanut butter is not something squirrels can easily snatch and run away with, peanut butter forces them to engage with the trap long enough to spring it, making it the best squirrel trap bait.