Last owner apparently not a big fan of changing the oil

Buy some Motor Flush (I forget who makes it) and follow the directions.
Change the oil with a cheap dino oil and new filter and add a quart of Marvel Mystery oil
Run it for 1k miles or so and change it to your preferred oil and filter, because at that point it will be nice and clean