I think you are only allowed 1 hold bag, I think you would be charged for the extra bag even if you do not exceed your 20 kilos. Unless you can take some in hand luggage as there is no weight restriction on this. The size of the cabin bag is important though.
Correct what Jacqui says about extra weight/ luggage, cheap with Easy jet compared to other airlines.