The Canaries were two goals to the good at the break, with Shane Duffy heading home early on and Gabriel Sara firing home just before the interval.
But Duffy scored at the wrong end to bring Leeds back into it just after the hour mark and a late double from star man Crysencio Summerville turned the match on its head.
Farke said: “I am exhausted and ready for the sofa after that.
“It was a brilliant second half for us and a massive three points and all the praise has to go to the players. These sort of wins are the best when it comes to building up confidence and we are all delighted.”
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