The big spending Parisians finished with ten men after Ezequiel Lavezzi was red carded and Carlo Ancelotti sent to the stands.
It means they only have two points from two games, and are already adrift of the likes of Lille, Marseille and Lyon.
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Summer 2016 is set to be a very exciting time for football fans, as this is when the long awaited Euro 2016 tournament kicks off.
Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.