The pilot reported that about halfway down the runway the airplane encountered a dust devil, which raised the right wing and caused the airplane to skid off the left side of the runway where it impacted a berm. The airplane subsequently rotated 360 degrees to the right, coming to rest on the adjacent taxiway. The airplane sustained substantial damage to the right door frame structure and the right wing spar. The pilot reported no mechanical anomalies with the airplane that would have precluded normal operation.