Britain's Olympic champion beat Willy Kanis, of Holland, in the deciding third race in a photo-finish.
Pendleton, 28, said: "This was the hardest title I've ever won."
But Mark Cavendish's bid to defend his madison crown was thwarted as GB team-mate Peter Kennaugh, 19, crashed and the pair limped home sixth.
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