Heavy metal pollution from industrial activities poses serious health risks including cancer, kidney damage, and neurological problems. This review explores how cellulose-based hydrogels—soft, water-absorbing materials made from natural plant sources—can effectively remove toxic metals from contaminated water. These hydrogels are cost-effective, environmentally friendly, and can be reused multiple times, making them promising alternatives to conventional water treatment methods for industrial and municipal applications.