The simple answer to this question is that there is something wrong with the brakes system. All of the following can contribute to the kinds of shaking and vibrations that you sense when you press on the brake pedal:
Brake rotors
Brake pads
Sticking brake calipers
…or possibly something else like the alignment or suspension