The champions went ahead through Alvaro Morata before Ramos doubled the lead, but was then sent off for the 17th time in his career.
Atletico Madrid beat Valladolid to stay four points clear of their city rivals.
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Being an amiable guy is good for you and Jurgen Klopp is living proof.
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.