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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After a dreadful start to their Bundesliga campaign, Borussia Dortmund appear to have weathered the storm after going five matches without defeat.