The important thing to keep in mind here is that the contrarianism of a bet is very obviously not a sufficient condition to make it a success. It's just that being contrarian AND right will usually be a more valueable bet than being right AND doing what everyone else does.

Thus a successful contrarian would invest in things that everyone else considers insane, but where she herself has a good theory on why they are actually not insane.