I don't know about TX or NM but Jeff is correct about AZ. Each year for nearly 20 years, we've headed over to an area called KOFA, which is about 30 miles south of Quartzite (My favorite place on planet Earth). You're allowed to camp there for free for up to two weeks. In that particular area there are no camping permits available that would allow you to stay longer.
Kev