OK, soak it in (and I mean pour the liquid into a container and let the parts have a bath) kerosene, diesel fuel or CB Parts Blaster for a week or so and then try to gently remove it. Probably rusted in place.
After the soak, gentle tapping*, while supporting the yoke to prevent damage and/or carefully trying to rotate the rod. If you know someone with an ultrasonic parts cleaner, that might work too. If it's still resisting, soak for another week.
*Tap the mushroom end, NOT the smaller, threaded end!