A method for forming an interconnect device is provided by the present disclosure. The method includes providing a dielectric layer on a substrate, forming openings in the dielectric layer to expose a portion of a surface of the substrate at a bottom of each opening and forming a metal layer to fill up the openings. The method also includes forming a semiconductor cover layer on the metal layer and on the dielectric layer, and performing a thermal annealing reaction to convert portions of the semiconductor cover layer that are on the metal layer into a metal capping layer. The method further includes performing a nitridation process on the metal capping layer and a remaining semiconductor cover layer to convert the metal capping layer into a metal nitride capping layer and the remaining semiconductor cover layer into a semiconductor nitride layer.