Abramovich left the directors' box immediately after Gabby Agbonlahor had wrapped up the points in the 88th minute when he converted a cross from Ashley Young.
But manager Jose Mourinho played down the significance of this action. He said: "I think the owner leaves the stadium when he wants to leave. I went to see England-Germany the other day and I left early because I wanted to beat the traffic."