The difficulty setting (three available) can only be set once and cannot be changed during the gameplay.
Ugh. I really hate it when they do that. If the difficulty changes as you gain levels, there's not much you can do about it. Guess normal difficulty, have fun for awhile, then get some too-powerful spell and get faced with the choice of snoozing through the rest of the game or starting all over again at hard difficulty.