Hiking in Joshua Tree National Park in December is Ideal From the White Tank Campground, it's 0.3 miles. You can easily climb up to check it out. One of the best reasons to visit Joshua Tree in December is the hiking. The weather is perfect during the day with temps in the 60s and the chance of rain is slim.