I believe you’re thinking of Oak Creek, which is where Slide Rock is. Cave Creek is just to the north of Phoenix, about 2 hours from Slide Rock.
You’re right. Been 50 years or so. An amazing place you would never expect. Never been back. I was at the Grand Canyon once in December on the way back after my mom passed in Phoenix. No one was there. It was amazing to see it that way.