There's examples of scientists who worked alone and were rejected by "the establishment". Darwin and Galileo are the classic examples. Though, their persecution had an obvious root.
Counter examples would include Newton, Einstein, Faraday, and above all Cavendish. Complete outsiders who had a big impact and were highly respected by their peers.
In some less scientific fields, though, it seems that the cranks have the upper hand.