Rod Fanni scored the late winner, which moves Elie Baup’s side five points behind leaders Paris St Germain.
The two sides play each other next weekend in a huge game at the top of Ligue 1.
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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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