The force acting on the object and the mass of the object are the 2 things affecting it's acceleration, as forces always come in pairs, if one is changed, the resultant force is changed and it will effect the overall acceleration, for example, a car may have the same force acting upon it than a van but the car will go faster as the mass of the car is lower.
