Anthrax Island may refer to one of three sites for hazardous biological disease testing:

Gruinard Island, a Scottish island in the United Kingdom used in World War II Vozrozhdeniya Island, in the Aral Sea, used by the Soviet Union in the Cold War Plum Island (New York), off Long Island, New York in the United States, the location of a testing lab for hazardous livestock diseases