An from Aritz Elustondo saw Sociedad take the lead inside the first minute, but the visitors' advantage was short-lived, with James pulling his side level in the third minute.
Sergio Ramos put Madrid ahead at the break, with Benzema netting a double in the second half to complete the victory.
