The present disclosure describes method to form a semiconductor device with a diffusion barrier layer. The method includes forming a gate dielectric layer on a fin structure, forming a work function stack on the gate dielectric layer, reducing a carbon concentration in the work function stack, forming a barrier layer on the work function stack, and forming a metal layer over the barrier layer. The barrier layer blocks a diffusion of impurities into the work function stack, the gate dielectric layer, and the fin structure.