Its going to cut the power the same to both heat sources, each one needs to be controlled independently in order to be the most efficient.

You might be able to get it to work...if I were you, I would just run the lamp at full power and use the rheostat to make sure that the heat pad doesn't get too hot, as many do when left uncontrolled.