Hey Exit
You could try with acetone, when I used it I had the problem that dry to fast and there was no time to work the paint properly.
I had this problem, but I was painting outside under the Florida sun at 85F degrees. Maybe could works indoors and with low temperatures.
Also is the thinner recommended for the rustoleum professional.