How can i fix the clicking from my heater?

Whenever I turn my heater on, it runs hot, gets up to temperature, turns off, then the clicking begins. It sounds like it is coming from in between the first and basement floor of the house and is driving me nuts! The clicks are about 10-15 seconds apart and I cant figure out what it is. Can anyone please help? How can I fix this?