Another friend says that the Moon's gravity would prevent rocks dropping from the Moon to Earth, but

Question:

Another friend says that the Moon's gravity would prevent rocks dropping from the Moon to Earth, but that if the Moon's gravity somehow no longer pulled on its own rocks, then rocks on the Moon would fall to Earth. Discuss the wrongness of this assumption.