Maybe the GFCI is trying to tell you something- like there's a ground
fault/ short in the circuit. I would check the connections throughout
that track light circuit, from where you connect it to GFCI to the
fixture end. Have you tried plugging it with extension cord to a
different GFCI?- just to confirm that the problem is with track light
part of the circuit.