Reduce the speed to low and add the cake mix, powdered sugar, brown sugar, vanilla extract, and food coloring (if using). Continue mixing until evenly combined, smooth and without clumps.
1 1/2 cups dry red velvet cake mix, 1/2 cup powdered sugar, 1 packed tbsp brown sugar, 1/2 tsp vanilla extract, red food color