Harmless small white bumps appearing under the eyes or on the eyelids are known as milia. They are tiny keratin-filled cysts that can be very difficult to remove. Left untreated, milia do not pose any health risk. However, they can be unsightly and adversely affect your self-esteem. Removing milia is painless and can be done at home.