Madrid were beaten after conceding an early goal scored by Beñat Etxebarria.
Madrid could not force their way back into the game and could be 11 points behind leaders Barcelona if the Catalans beat Levante today.
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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.