Goals from Victor Perez, both from the penalty spot, secured a 2-0 win.
It means they join Rayo Vallecano and Barcelona on six points at the top of La Liga.
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Who of Europe’s top strikers will move to England this summer?
After a dreadful start to their Bundesliga campaign, Borussia Dortmund appear to have weathered the storm after going five matches without defeat.