The present invention is directed to the combination therapy of an afucosylated anti-CD20 antibody with a CD79b antibody-drug conjugate for the treatment of cancer, especially to the combination therapy of CD20 expressing cancers with an afucosylated humanized B-Ly1 antibody and a CD79b antibody-drug conjugate.