Stale bread is the best bread for French toast as it lacks moisture and absorbs the liquid better. If your bread is not stale, simply cube it for your French toast casserole, spread it in a single layer on a large rimmed baking sheet, and bake at 350 degrees for 5-10 minutes until toasted.