We don't feel atmospheric pressure because our blood also exert the same amount of pressure.The pressure exerted by the blood is called counter pressure.So both these pressures get cancelled,hence we don't feel the atmospheric pressure.But when we go to hill stations the atmospheric pressure is low,so our blood vessels burst due to high pressure and we face nose bleeding,ear bleeding,head ache etc.
Thats why the astronaut wear special suits while going outer space