We discuss mass splitting for degenerate tastes of staggered fermions based on an SO(2D) Clifford algebra formulation. Rotationally invariant terms are added to the original staggered action with the formulation. We have four candidates for improved mass terms that can split the degenerate mass of staggered fermions. Among them, three type combinations are considered. We analyze the mass matrix and the propagator in two-dimensional free theories and find only one case that can identify with a light single Dirac mode.