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 walking on the moon; the gravitational pull on the moon is about 1/6th that of Earth's gravity, allowing them to move in a way that gives the appearance of bouncing.