I don't know if they can actually stop you. Especially the first time. But they can definitely find you and fine you. A lot. Like more than tree fiddy.
You DON'T need a license for some types of flight though. Anything under 254 pounds. Ultralights and paragliders. (However that doesn't mean there's no rules)