It is possible, but unlikely, to get swollen eyelids as a symptom of COVID-19. However, a COVID-19 diagnosis does not mean that you will necessarily experience eyelid swelling. It’s also possible that your swollen eyelids are caused by another condition, such as allergies or blepharitis.