The invention provides a polymer hydrogel and a preparation method thereof. The polymer hydrogel is formed by gelators through mutual physical interaction, wherein the gelators comprise nano materials with reactive functional groups and macromolecular chains which are grafted on the surfaces of the nano materials through the reactive functional groups. The gel is physical gel, has thermal reversibility and meanwhile has high strength and hydroscopicity.