Not normal, although you will probably see some increased steering effort with the brakes held on because the power steering and the hydroboost for the power brakes run off of the power steering pump. Its not uncommon for those power steering pumps to fail although you usually will end up with weak or no power steering and a brake pedal with pulsating feel when it happens.