Actually much more is true. In fact there is the following result(see , whose proof can be found in
[Grothendieck - Dieudonné: EGA I1 (Elements de Géométrie Algebrique), Proposition 8.4.5 p. 351)page 351].
Proposition. Let $X$, $Y$ be two integral schemes and $f \colon X \to Y$ be a dominant morphism. Then for any torsion-free $\mathcal{O}_X$-module $\mathcal{F}$, the push-forward $f_* \mathcal{F}$ is a torsion-free $\mathcal{O}_Y$-module.
Kollar's result is much deeper since he proves the torsion-freeness of the higher direct images $R^if_* \omega_X$.

