Not sure of the wiring for such items but I would say either a relay is stuck closed or the switch contacts are stuck closed even though it's off or quite possibly the thermistor that allows the system to operate at a set temp has gone bad and it thinks it's cold out. Of course what Lee said is a quick way to stop the action.
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