Fluoride pollution in natural water may create severe threats for human health. In this study, lanthanum modified attapulgite (La-ATP) was synthesized and used as a novel adsorbent for removal of fluoride in aqueous solution. Characterized results showed that the mass content of Lanthanum oxide was 3.30%. La-ATP exhibited high adsorption affinity for aqueous fluoride and the maximum adsorption amounts were 16.92, 22.03 and 25.91mg/g at 15, 25 and 35 o C, respectively. Adsorption kinetic followed pseudo-second kinetics model and adsorption rates decreased with increasing initial concentration of fluoride. The amount adsorbed of fluoride onto La-ATP decreased generally with increasing solution pH. The presence of coexisted anions in water decreased the adsorption amount of fluoride by competitive adsorption. Fluoride loaded La-ATP can be easily desorbed in alkaline solution and the regenerated adsorbent still possessed high adsorption capacity for aqueous fluoride. The results implied that La-ATP may be an efficient adsorbent for the removal of aqueous fluoride.