For French Toast Casserole, white bread isn't ideal but you can absolutely still make it. Take your sliced bread and cut into large 1" pieces. Lay in a single layer on baking sheets. Heat your oven to 250 degrees F and add the trays of bread. Turn off the oven and let the bread dry out overnight.