A federal judge sided with the KFC Corporation in a dispute with a franchisee regarding whether he could market chicken sold at his restaurants as halal.

Afzal Lokhandwala, a KFC franchisee who owns and operates eight restaurants in northern Illinois, filed a lawsuit against the corporation after it ordered him…