maybe you should put translucent powder on your eyelids before applying makeup, and then setting your eyeliner with some eyeshadow or powder just to soak the oil, stopping your eyeliner from sliding off
also, have those oil blotting tissues by your side to keep the oil from spreading/ accumilating

hope this helps :]