Mineral Spirits and fine steel wool will work.What was the cause of making the finish sticky. You can also wipe it down with Acetone after this and letting it dry for a few days and you can start the oil finish again. True Oil is a easy way to refinish the wood or they have some Tung Oil products from Brownells.