By Newton's Second Law, the acceleration of an object is proportional to the net force and inversely proportional to the mass:
a = Fnet/m
If Fnet is a constant, then as m increases a will decrease and as m decreases a will increase proportionally. That is, doubling the mass cuts the acceleration in half. Halving the mass doubles the acceleration.