The holonomy of the Bismut connection on Vaisman manifolds is studied. We prove that if M-2n is endowed with a Vaisman structure, then the holonomy group of the Bismut connection is contained in U(n - 1). We compute explicitly this group for particular types of manifolds, namely, solvmanifolds and some classical Hopf manifolds.