You can try to wash your hands with some baking soda paste or some sugar if you don't want to use the chemicals. You may have to do this a few times.
The chemicals will definitely work faster if you are willing to use them.
I use the baking soda scrub. I also put lotion on my hands after that. It doesn't take off the spray, but it does make it less sticky or not sticky anymore.