Catfish have a neutral, mild, non-oily fish taste which often takes on the flavor of how it is prepared. The texture is lean, firm, and flaky. Catfish are a healthy, low-calorie, high protein fish that is one of the most popular fish consumed in the United States thanks mainly to its taste and heart-healthy omega 3 fatty acids.