Why does the furnace turn on when the thermostat is off?

The furnace may turn on when the thermostat is off due to a malfunction in the thermostat or wiring, causing it to send a signal to the furnace to turn on incorrectly. It could also be due to a short circuit or a problem with the furnace itself.