The chestnut mushroom, also known as Cremini or Brown Mushroom, has a full, earthy flavor and a firm bite. This mushroom grows in rich soils and is cultivated in controlled environments and in the wild. Chestnut mushrooms have a small, brown cap and a short, sturdy stem. With their deep flavor, they are popular in many dishes.