Autumn Spice Cake with cream cheese frosting is one of my all-time favorite cakes that I have made for decades. Simmering with warm fall spices like nutmeg, cinnamon, and cloves, it's everything to love about seasonal fall flavor. It's moist with a tender crumb, and delightfully rich in every bite.