The eigenvalue problem over a polyhedral cone is studied in this paper. Based on the F-B NCP function, we reformulate this problem as a system of equations and propose a smoothing Jacobian-like method. The global convergence and local quadratic convergence of the proposed method are established under suitable assumptions.