Raul poked home Robinho´s cross to put the visitors in front after 13 minutes and substitute Gonzalo Higuain wrapped up the points in stoppage time.
Bernd Schuster´s side are now 10 points ahead of Villarreal and 11 of Barcelona, who drew 0-0 with Espanyol on Saturday, with only five matches of the season remaining.
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