This study considers an inverse source problem of a time-space fractional diffusion equation. In general this inverse problem is ill-posed in the sense of Hadamard. We provide a new non-stationary iterated quasi-boundary value regularization technique for reconstructing the source function. By choosing the regularization parameters (a priori; posterior decision rules), we determine the convergence rates.