In this manuscript, we consider the Langevin dynamics on $\mathbb{R}^d$ with an overdamped vector field and driven by multiplicative Brownian noise of small amplitude $\sqrt{\epsilon}$, $\epsilon>0$. Under suitable assumptions diffusion coefficient, it is well-known that possesses a unique invariant probability measure $\mu^{\epsilon}$. As $\epsilon$ tends to zero, prove $\epsilon^{d/2} \mu^{\e...