Robust operation of wireless sensor networks deployed in harsh environment is important in many application. In this paper, we develop a robust technique for distributed detection, localization, and estimation of a diffusive target. The algorithm shows superior performance to the conventional non-linear least square method under low measurement SNR and small number of sensor nodes.