Yup, it works fine and many of us do it. The vapor pressure inside the CO2 tank will drop a bit but this does not affect the capacity. Some regulators can respond a little slower at fridge temps since the rubber diaphragm is stiffer, so just make small adjustments at a time and check back after a few hours.