Rebelius said:surely if everything was in a huge vacuum, the apple would fall towards the earth faster because the gravitational pull of the apple on the earth is greater than the gravitational pull of the feather.
but you're not going to notice.
No, it does not matter about the mass.
F=ma
If you use a as 9.81 which is the acceleration on a mass towards the Earths surface you will find that all objects will move towards the Earth at the same velocity. However some will have a greater resultant force due to their greater mass.