Lightly spray a baking dish and add the bread cubes and pour over the egg mixture. Sprinkle with cinnamon and sugar. Cover with plastic wrap and let sit 6-8 hours (or overnight).
Add the remaining ingredients to a sauce pan to make the caramel sauce. Stir until the mixture begins to bubble. Pour over bread and bake for 40 minutes.