A semiconductor device includes a substrate having a plurality of contact surfaces, an interlayer dielectric layer formed over the substrate and having a first open portion which exposes a part of the contact surfaces and a second open portion which exposes the other contact surfaces, a storage node contact (SNC) plug filling the first open portion, and a damascene structure filing the second open portion and including a bit line, a spacer formed on both sidewalls of the bit line, a capping layer formed over the bit line and the spacer, and an air gap formed between the bit line and the spacer. The bit line includes a conductive material of which the volume is contracted by a heat treatment to form the air gap.