Newton pretty much invented several fields of science, like Classical Mechanics, Optics, Calculus, and Gravitational Astronomy.

He started out as a novice in all of them.

That Alchemy failed to pan out as a science doesn't make him a crank in my book. You can't know Alchemy is impossible until you try pretty hard.