This easy ice cream cake is made with Reese's pieces, vanilla ice cream, melted chocolate, peanut butter, and chocolaty rice cereal. I've loved ice cream cake since I was a wee little Minimalist Baker. I mean, cake AND ice cream? Come on.I ce cream cakes are my favorite cakes to make during the summer.