The dipeptide compound or pharmaceutically acceptable salt thereof of claim 4 wherein X is a sulfur atom;R21 and R22 each represents a methyl group; R31 represents a methyl group; R32 and R33 each represents a hydrogen atom; R11 represent a hydroxyl group; and R12 represents a methyl group. 12.