A method for etching a magnetic tunneling junction (MTJ) structure is described. A stack of MTJ layers on a bottom electrode on a wafer is provided. A hard mask layer is provided on the MTJ stack. The hard mask layer is patterned to form a hard mask. The MTJ stack is patterned to form a MTJ device wherein sidewall damage is formed on sidewalls of the MTJ device. The sidewall damage is removed by applying a CMP slurry which physically attacks and removes the sidewall damage on the MTJ device.