Sometimes, but definitely not always.
Deserts can be any shape. Take Death Valley for instance, home to the highest air temperature ever recorded. They say a picture is worth a thousand words. Well, these are my own photos, featuring my wife because she’s the better looking of the two of us. :)
Looks pretty mountainous to me. Even the sign’s artist recognizes that.