A method for forming a FinFET device structure is provided. The method includes forming a fin structure over a substrate and forming a gate dielectric layer over the fin structure. The method also includes forming a gate electrode layer over the gate dielectric layer and forming a source/drain (S/D) structure adjacent to the gate electrode layer. In addition, the method includes forming an S/D contact structure over the S/D structure. The method also includes forming a first conductive layer in direct with the gate electrode layer. A bottom surface of the first conductive layer is lower than a top surface of the gate dielectric layer. The method further includes forming a second conductive layer over the first conductive layer. The gate electrode layer is electrically connected to the second conductive layer by the first conductive layer.