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France top Europe's Group D with 13 points from five games and have an unassailable six-point lead over second-placed Iceland.
It was Marseille who drew first blood in the 22nd minute.
France secured a 2-0 victory against Ukraine, while Italy thrashed Estonia 5-0, boosting their chances of qualification.
Kylian Mbappe has take over Luka Modric’s No 10 at Real Madrid following the Croatian’s departure to AC Milan.
The French striker missed a penalty in Real Madrid's 2-0 defeat to Liverpool at Anfield.
England midfielder Bellingham was phenomenal for Real last season, when they did not have Mbappe, scoring 23 goals with 13 assists in 42 appearances in all competitions.
France coach Didier Deschamps left Mbappe out of the squad he announced on Thursday, saying the 25-year-old lacked preparation, having played too few matches.
Jonathan David converted from the spot three minutes into first-half stoppage time to hand Real, who had not lost in their previous 36 matches in all competitions, their first defeat since January.
Mbappe, signed from Paris St Germain this year, has been in fine form this season, scoring seven goals for Real in nine matches across all competitions.
Mbappe rifled home in the 68th minute after Jude Bellingham spotted his dart into space in the box to seal the victory.
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