Albin Planinc, Slovenian worker in bicycle factory, was natural chess genius. He didn't have a mentor or any sort of training help, he was completely self-taught and yet he managed to win against chess giants. One of his achievements is 1st place with Petrosjan in I.B.M. tournament in 1972, finishing ahead of Spasski, Kavalek, Szabo, Timman, Andersson, Ribli, Smejkal and others.
Here is one of his amazing games, with finish that will make you smile:
Another one is win after 19 moves against Miguel Najdorf and his variation of sicilian defense: