If your blade was coated with a mineral oil, it should wipe off easily. If you used a vegetable based oil like olive oil or camellia oil, these oils have a fair amount of mono-saturated oleic acid which will oxidize over time and may not wipe off easily. Using a lightweight mineral oil as a solvent might help remove residual oil from the blade.