In this paper we extend the results on non-uniqueness for a transport equation to that with a fractional diffusion. We construct examples for which uniqueness of weak solutions fails when the velocity field is divergence-free but irregular. By using the convex integration method, it can be proved that there exist infinite pairs which satisfy such an equation for given initial data.