The correct statement is: The force of gravity acting on the astronauts is weaker on the moon than on Earth.
This is why astronauts appear to bounce when they walk on the moon; the moon's gravitational force is about one-sixth that of Earth's, allowing for higher jumps and a bouncier movement.