This unit has an energy saver setting and when put on this setting, it should kick on and off according to thermostat setting. However it does not kick off like it should. It constantly runs. When I turn the thermostat, I can here it clicking but unit does not turn off. What could be the cause of this problem? Any help would be greatly appreciated.

Bad thermostat?
Bad relay?
Need testing to see which one.