A nonlinear elimination preconditioned inexact Newton (NEPIN) algorithm is proposed for problems with localized strong nonlinearities. Due to unbalanced nonlinearities (``nonlinear stiffness''), the traditional method often exhibits a long plateau in norm of residual or even fails converge. NEPIN implicitly removes components causing trouble global convergence through correction based on within...