Yes, the TPMS light will go off if you remove and keep the spare off your rig.
It's possible that if you didn't change your wheels/TPMS sensors, that the battery is dying on the sensor. Either replace the TPMS sensor, wait until you need to get new tires to insert new TPMS sensor, put tape...