We investigate the weak convergence as time goes to infinity of the solutions of parabolic stochastic partial differential equations with Dirichlet boundary conditions. We first prove a result for the linear case, which is easy since the solution is Gaussian. Then we get a result for non-linear drift case by proving a new comparison theorem in SDDE, stochastic difference differential equations.