Feather keratin (FK) and carboxymethyl cellulose (CMC) were used as raw materials to prepare a FK/CMC polyelectrolyte complex via electrostatic interactions. Using avermectin (AVM) as a model drug and elevated temperature, an FK/CMC@AVM drugcarrying complex was obtained. The structure and morphology of FK/CMC@AVM were both analyzed by Fourier transform infrared spectroscopy, dynamic light scattering, and scanning electron microscopy (SEM). Furthermore, the encapsulation efficiency, anti-ultraviolet, sustained release, and toxicity properties of FK/CMC@AVM were studied. The results showed that the average particle size of FK/CMC@AVM was 386.57 nm and the encapsulation efficiency was 67.06%. Under UV light irradiation, FK/CMC@AVM significantly improved the stability of AVM and the half-life of AVM was found to be delayed from 354 to 1800 min. Moreover, the sustained release of AVM featured pH sensitivity and was consistent with the Korsmeyer-Peppas model. Upon increasing the pH from 1.5 to 9.5, the release mechanism of AVM changed from Fick diffusion to non-Fick diffusion. Finally, the toxicity characteristics of FK/CMC@AVM were not significantly different from those of nonmodified AVM.