Preheat oven to 350°F
Gather two large mixing bowls. In one bowl, add the vanilla dry cake mix and in the other bowl add the chocolate dry cake mix
Following the directions on each of the cake mix boxes, add the ingredients listed according to the directions on the box and mix thoroughly
Spray nonstick spray over the entire surface of the dutch oven
Pour one can of cherry pie filling into the bottom of a large dutch oven. Use a rubber spatula to spread the cherries out evenly over the bottom of the pot
Pour the vanilla cake mix over top of the cherry filling. Be sure to pour the cake mix over all of the cherries
Pour the chocolate cake mix over the top of the vanilla cake mix to create the top layer
Invert the cake: Place the lid on the dutch oven and place on the lower rack of the oven. Bake at 350°F for 30-40 minutes, checking the center occasionally for doneness. (all ovens bake differently, so test the center of your cake with a toothRemove dutch oven from oven and allow to cool for about 10 minutes.
Place a platter upside down on the top of the dutch oven. Carefully flip the dutch oven onto the platter to and the dump cake will slide out.
Serve with a dollop of cool whip or a scoop of vanilla ice cream!