If Isaac Newton was such a scientific genius, why didn't he invent an antidote for gravity?

The antidote was built into the equations. All you have to do, is fly far enough from the surface of the earth, and you will have zero gravity. Or, you can use his math, to plunge super fast, and free yourself from gravity for a short period of time.