According to NMFilm.com, the New Mexico locations used for filming of The Astronaut Farmer were located in/at: Albuquerque, Abiquiu, Bonanza Creek Ranch, Espaola, Las Vegas, Santa Fe, Santo Domingo Pueblo, White Sands National Monument. Chap.