A semiconductor device comprises a semiconductor substrate, a source/drain region formed in the substrate, a gate oxide layer on the substrate between the source/drain region, a conductive layer on the gate oxide layer, a spacer around a side wall of the gate, and an air gap between the gate and the spacer. The spacer is not directly connected with the gate. The air gap is formed between the gate and the spacer.