A method for fabricating a semiconductor device includes forming a plurality of bit line structures over a substrate, forming multiple layers of spacer layers with a capping layer interposed therebetween over the bit line structures, exposing a surface of the substrate by selectively etching the spacer layers, forming air gaps and capping spacers for covering upper portions of the air gaps by selectively etching the capping layer, and forming storage node contact plugs between the bit line structures.