Whisk together eggs, milk, vanilla, and cinnamon. Pour the egg mixture over the cinnamon rolls.
Drizzle maple syrup over the egg mixture.
Cover and refrigerate overnight or bake in preheated oven for 20-25 minutes.
Cool casserole for about 5 minutes.
Warm icing and drizzle over the top of the casserole. Enjoy!