Why, exactly, does kryptonite hurt Superman?

To my understanding, kryptonite is a rock that is from the planet Krypton. Superman is also from planet Krypton. Yet somehow kryptonite weakens Superman and can even kill him.

How does this work? Why exactly does kryptonite hurt him? Isn't his entire home planet made of kryptonite?