The Blues took the lead almost immediately through Eden Hazard but the Villans struck back through Jores Okore straight after half-time, ending their goal drought just short of 11 hours of play.
But Chelsea's quality told and Branislav Ivanovic secured the points with a powerful finish in the 66th minute.
