No, ideally you should let the grill dry completely before placing the cover on to prevent rust and stains. If it actively begins raining while the cover is off, turn off the grill, let it cool, and then put the cover on temporarily until the rain ends. Then remove the cover, wipe down the grill and let it air dry completely before replacing the cover again.