Now two researchers at the Scripps Institution of Oceanography at the University of California, San Diego, have photographed these "sailing rocks" being blown by light winds across the former lake bed.
Cousins Richard Norris and James Norris said the movement is made possible when ice sheets that form after rare overnight rains melt in the rising sun, making the hard ground muddy and slick.
On Dec 20, 2013, the cousins catalogued 60 rocks moving across the playa's pancake-flat surface.
The conclusion proves theories that have been floated since geologists began studying the moving rocks in the 1940s.
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The phenomenon does not happen often because it rarely rains in the notoriously hot and dry desert valley.
The rocks move about 15 feet (5 meters) per minute, according to the report.
Richard Norris, 55, a paleobiologist at Scripps, and James, 59, a research engineer, launched their 'Slithering Stones Research Initiative' in 2011, the Los Angeles Times reported.
The 'GPS stones' which were engineered to record movement and velocity, were stationed at the southern end of the playa where rocks begin their strange journeys after tumbling down a cliff.
At the end of last year, Richard and James Norris returned to inspect the instruments.
"We found the playa covered with ice. We also noticed fresh rock trails near shards of thin ice stacked up along the shoreline," Richard recalled to the Times.