The substance that renders it essentially inedible is oleuropein, a phenolic compound bitter enough to shrivel your teeth. The bitterness is a protective mechanism for olives, useful for fending off invasive microorganisms and seed-crunching mammals. In the wild, olives are dispersed by birds, who avoid the bitterness issue by swallowing them whole. Read more.