No, it isn't. You are either lifting to much, or you have a problem with a muscle, joint or ligament (depending on where the pain is). Drop the weight, rest or go see your doctor.
Pain, no matter what you are doing, is never "normal". Pain is your body telling you something is wrong. If you continue with the activity you could seriously hurt yourself.