Helium is monatomic and thus has 3 degrees of translational freedom and zero degrees of rotational freedom (hence high "gamma"). This probably makes a considerable difference to its efficacy. The next lightest inert (and monatomic) gas is Neon, with atomic weight about 20, 10 times that of helium.