White gas refers to more than one item so it is hard to tell if it will work or not. Most hardware stores sell VM&P, although it might be labeled as Varnish and Paint Makers Naphtha.
I would skip the white gas and get the VM&P. In either case they are flammable so use appropriate precautions.