Brown Sugar Peanut Butter Cookies are simply delicious and go great with a big glass of milk! I love making treats for my boys to have after school and one day I made these easy Brown Sugar Peanut Butter Cookies for them to enjoy. I had recently gotten a great deal on Pillsbury® Cookie Dough Rolls at Kroger.