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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Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.
Newcastle United are staring down the barrel of relegation to the Championship for the second time in the past eight years.