Your baked french toast may be soggy if you allowed the bread to soak in the milk and egg mixture for too long, or if you baked the casserole completely covered. For the best results, soak your bread only briefly, and then bake the casserole covered for the first 20 minutes of baking, then remove the foil or lid for the remaining baking time.