Black walnut trees, including the leaves and fruits, contain juglone. Juglone is a chemical that is toxic to some other plants. Walnut trees exude juglone from the roots into the soil, thus killing other plants and reducing competition for resources. Check out this article from the Morton Arboretum to learn more.
