If the scalloped potatoes aren't getting soft as they bake, chances are they are sliced too thick. We want thinly sliced potatoes so they cook all the way through in the right amount of time. If you do happen to slice the potatoes too thick, don't worry. Simply keep the dish covered so the cheese doesn't burn, and continue to cook until softened.