Sustainable carbon aerogels with low density (≈7.8 mg cm −3 ), high porosity, high resiliency, excellent hydrophobicity, and oleophilic characteristics are synthesized by employing nanofibrillated cellulose as the precursor. The as‐prepared carbon aerogels show a remarkable capacity for the absorption of a variety of oils and organic solvents with weight gains ranging from 7422 to 22356. Under extreme conditions (e.g., at severe temperatures and in corrosive liquids), these carbon aerogels still demonstrate a superior absorption performance. Furthermore, a device based on a composite sponge with carbon sheets (generated via the disintegration of our carbon aerogels) on the surface is successfully fabricated to materialize the large‐scale and continuous separation of containments from water. This device significantly expands the practical applications of the carbon aerogels.