Acetone is a polar solvent so it probably will not work.
Depending on what you have available, I would try naptha first. It is not as volatile as many other non polar solvents. Naptha is is found as Zippo lighter fuel and also as charcoal starter.
If you cannot get these, xylene or toluene available as a paint thinner should work. Mineral spirits is another paint thinner which would be non polar.