Tucked inside Casa Grande itself, there are some rough granite rock formations in North Mountain Park. Easy to find. Fun to climb. Drive up, park, and start climbing.
Important Notes:
You can watch this video to see what the area is like. I took this video when climbing with my son Michael: Michael Climbing in Casa Grande