Renewable lysine was cyclized to its corresponding α‐amino‐ε‐caprolactam and then underwent the reaction with acryloyl chloride to harvest a 2‐acrylamido‐caprolactam (ACL) monomer. Subsequent reversible addition–fragmentation chain transfer copolymerization of the obtained monomer with oligo(ethylene glycol)acrylate (OEGA) gave well‐defined P(ACL‐co‐OEGA) with low distribution. Nuclear magnetic resonance , size exclusion chromatography, and matrix‐assisted laser desorption ionization–time‐of‐flight–mass spectrometry measurements indicated the controlled feature of the polymerization. Moreover, the resultant copolymers demonstrated thermoresponsiveness, and the cloud points (Tcp) can be adjusted from 34 to 79 °C, by changing pH values, and the fraction of cyclic lysine. These results suggested that these lysine‐based thermoresponsive polymers might be used as new materials in biomedical fields. © 2019 Wiley Periodicals, Inc. J. Polym. Sci., Part A: Polym. Chem. 2019, 57, 862–868