We show that the generalized short pulse equation is nonlinearly self-adjoint with differential substitution. Moreover, any adjoint symmetry is a differential substitution of nonlinear self-adjointness and vice versa. Consequently, the general conservation law formula is constructed and new conservation laws for some special cases are found.