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That mold is coming from the white fuzzy backing on the vinyl. That's the problems when companies don't use true marine vinyl on seating. It may lighten up a bit, but it will never come out completely.
Cheap cleaner/degreaser as mentioned, scrub it in with a soft bristle brush, like what you might use to scrub your car. Then hit it with a power washer.