Lyon beat them at home for the first time in five years to beat St Etienne, Nice and Lille to a top three spot.
The goals came from Lisandro Lopez and Clement Grenier, who scored a superb free kick.
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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.