It's a wackjob theory in part because the price of oil as an international commodity is affected by so many factors outside of even a president's control that there is no real way to do rig it.
For example, it's pretty well established that a big part of the increased price was greater fuel usage by China and India. Bush didn't cause that. Another factor was the damage to refineries caused by Hurricanes. Bush didn't cause that either.
