Can you paint over dried motor oil?

I recently purchased a very old cabinet made from pine barn wood. When I got it home and started looking it over carefully I discovered that motor oil (or something very similar) had saturated the bottom shelf. I have no idea how to clean this or if it can be painted. Can you help?

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