The topic of this work is the modeling of a deep geological disposal facility built in a clay-based host rock, resulting in the solution of a nonlinear thermo-hydro-mechanical (THM) problem with a second gradient of dilation regularization. The objective is to find a robust iterative solver for the system of equations after linearization. Numerical results reflect the good performance of the proposed preconditioner that shows mesh size independence and parameter robustness.