A method of manufacturing a semiconductor memory device comprises forming a plurality of gate lines on a semiconductor substrate, forming an insulating layer on the gate lines, and performing a cleaning process using a surfactant-free cleaning solution having a viscosity of lower than 2 cP and an acidity of lower than 3 pH to remove residue from the surface of the insulating layer.