Depends on your contract. Ours allows us to quit with two weeks notice. I can't imagine doing that to our wonderful teachers though, as they'll surely lose their jobs if the parents exit en masse. Not to mention, good luck getting your spot back next year if you do something so crappy.
These comments don't apply if you've lost your employment and can't pay. We can afford to pay, so we will.