We propose an iterative joint detection and phase noise compensation scheme for single-carrier frequency-division-multiple-access systems. Our proposed scheme does not require any pilots in tracking the phase noise and assumes no knowledge about the phase noise model to avoid model mismatch problems. Simulation results show the effectiveness of our proposed scheme in compensating phase noise effects with only few iterations.