This is because it obeys a different law from gravitation--the force is not inversely as the square, or any other single power, of the distance.
If the two sorts of causal laws could be sharply distinguished, we could call an occurrence "physical" when it obeys causal laws appropriate to the physical world, and "mental" when it obeys causal laws appropriate to the mental world.