My battery for the old cars that I use to jump others with wouldn't start anything during that real cold spell a few weeks ago... I brought it in to recharge it, and it was still pretty frozen... When it thawed out, it didn't need much recharging to get it to full charge...
Maybe it's just frozen... Try warming it up inside and see if it comes back...