This is clearly related to Newton's 2nd law, but since you have asked about the phenomenon rather than the formulas, a Physics SE user explained much better than I can possibly can:
(..) the gravitational force is different on different masses. Half
the mass only has half the weight, so it is also only pulled in half
as much by gravity.