You are going to go love Chocolate peanut butter cupcakes recipe! These Reese's cupcakes are so decadent. The secret ingredient for Chocolate cupcakes with peanut butter frosting is a Reese's peanut butter cup in the middle! Try Reese peanut butter cup cake. They are so decadent and gourmet.