I was at Joshua Tree in May. The whole park is basically on a loop, and it's super crowded. There was maybe one time our entire visit when we weren't in sight of at least one other visitor. I'm pretty sure even at that point we were in earshot of other guests. I am sure once you get off the beaten path it gets remote quickly, and especially in high temperatures...still I find it somewhat strange that there has been no sign of them.