French toast casserole is made of everything you would usually use in regular French toast, just made in a casserole form! You will need bread along with an egg custard that is made out of whole eggs, milk, cinnamon and vanilla. This apple French toast casserole recipe adds fresh apples and brown sugar along with an optional (but highly encouraged) streusel topping to the mix.