If infrared light is not part of the visible electromagnetic spectrum then why is it depicted as red.

Like in heat lamps

Because the closest visible light is red to the infrared. Remember that the colors go from red-orange-yellow-green-blue-indigo to violet. then ultra violet waves are named for the same reason. It's just a convention, that's all. (it helps us remember the spectrum).