A Little Something About Catfish A Mississippi catfish inspector describes the taste of catfish as sweet, like a pecan. Noted food critic Craig Claiborne swears farm-raised catfish are the finest freshwater fish in North America. In fact, catfish have been served to numerous dignitaries ranging from Prince Charles to assembled Western Leaders.