This paper focuses on studying non-Noether conserved quantities of Lie symmetry and of form invariance for a mechanical system in phase space under the general infinitesimal transformation of groups. We obtain a new non-Noether conserved quantity of Lie symmetry of the system, and Hojman and Mei’s results are of special cases of our conclusion. We find a condition under which the form invariance of the system will lead to a Lie symmetry, and, further,obtain a new non-Noether conserved quantity of form invariance of the system. An example is given finally to illustrate these results.