Anthrax is a disease that can occur in cats if they ingest the bacterium Bacillus anthracis. Fortunately recorded incidences of anthrax in cats are very rare, and it is believed that the cats became infected with the bacterium when they ate meat from an animal that had the disease. Anthrax is a potentially deadly disease, and the symptoms of anthrax in cats can be particularly lethal.