What could cause the ABS light to stay on?

Most likely if the vehicle has been sitting for an extended period of time, rust has built up on the wheel speed sensor ring(s) behind one or more rotors. I would pull the rotors and check for that. If the rings are rusty, clean them with a good wire brush and some PB blaster or equivalent.