Ben Watson scored the shock winner in the last minute of the match to secure a famous triumph.
Wigan must now focus quickly on the Premier League, with two games left to save their status in the top flight.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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