Vegetable oil can go bad on you. Use food grade mineral oil instead. If you don't plan on using it for food prep, Tuff-Cloth should work well also.
You can clean the olive oil off with a paper towel but I like to wipe relatively dry blades down with chamois. It will clean off breath and fingerprints, which can be corrosive.