Cellulose-based nanoparticles having thermo-sensitivity and carboxyl functional groups were fabricated for the first time without using any surfactant and organic solvent. The nanoparticles exhibit rapid and reversible dispersion-aggregation changes in response to narrow range temperature alternation near our body temperature as demonstrated by dynamic light scattering, which may be utilized in biomedical fields.