Yes, you can quit and not give notice but it has to be for good reason, like being sick or being mentally ill, or an emergency circumstance. Usually, if someone needs to quit and not give notice, there seems to be no legal reason why you can't quit like that if their employer agrees and their situation truly merits this kind of quitting.