The present invention relates to: a composition for adsorbing radioactive cesium, containing a layered clay composite coupled to an alginate and having Prussian blue encapsulated therein; and a preparation method therefor. In addition, the present invention relates to a cesium adsorbent comprising a Prussian blue-supported cellulose hydrogel, and a preparation method therefor.