Possible techniques:
Heat and blot
Volatile solvent and blot
Scan the paper and use photo editing software/cloning tool to remove it then reprint.
Which is best depends on what kind of oil, what kind of paper, how much is on it, if the original must be maintained and how perfect the end product has to be.