We consider the boundary value problem for nonlinear elliptic equations on the supposition that the solution assumes boundary values on the boundary given except on a certain subset. We study the removability of boundary singularities, and give a sufficient condition for that. Moreover, the equivalence notion of removable boundary singularities via probabilistic approach is also discussed.