I was there in 1984, and it was fairly empty. Only one National Park camping was full in May, and that was Capitol Reef NP.
Was it only 12 spaces?
Visit “National Monuments” instead—they’re every bit an equal treat!
We’ve done the whole Utah parks visit twice. All were pretty much deserted.