The present invention provides a charge trapping non-volatile semiconductor memory device and a method of making the device. The charge trapping non-volatile semiconductor memory device comprises a semiconductor substrate, a source region, a drain region, and, consecutively formed over the semiconductor substrate, a channel insulation layer, a charge trapping layer, a blocking insulation layer, and a gate electrode. The drain region includes a P-N junction, and the source region includes a metal-semiconductor junction formed between the semiconductor substrate and a metal including titanium, cobalt, nickel, platinum or one of their various combinations. The charge trapping non-volatile semiconductor memory device according to the present disclosure has low programming voltage, fast programming speed, low energy consumption, and relatively high device reliability.