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I'm a fan of keeping things as mild as possible. So while something like acetone will de-oil the blade for you, I'd start with warm water and dish soap. It gets olive oil off the dishes, right?

Just a plain old pencil can be handy in removing small spots like that. The graphite works well to take off the rust, and because it's a pencil, it's really easy to control.