Here's my trick. Wrap a strip of duck tape around the shoulders of the nut, then shove a deep well socket on. You now have something to grab hold of and as Wade suggested, reverse to catch a thread press firmly and turn clockwise.
And to steal a line from John Lee Hooker,
Boom, boom, boom, boom