Map - Joshua Tree National Park- PDF file Books and maps on Joshua Tree Climate The climate of the high desert of Joshua Tree National Park is that of a mid-latitude desert with relatively moderate temperatures. Temperatures average 7 to 10 degrees cooler at higher mountain elevations in the ...