It is probably more uncommon that they leave by foot in New Mexico - I mean where are some 60-year old going to go by foot and shot themselves without their bodies being found.
On the other hand, if you were non-suicidal and going for a walk in the desert, you might take a gun, to protect you from rattlesnakes, coyotes, javalinas... (or are javalinas just an Arizona thing?)