This question checks whether the difference between mass and weight is properly understood, which is a very old but often confused idea in basic physics.
The rock's weight rises when it reaches earth simply because earth pulls on it harder than the moon did, even though the rock itself has not gained or lost any matter.
Let's summarize:
The correct option is that the weight of the rock will change.