Explore details about location Sulphur Rock. Sulphur Rock is a location situated within the Independence County alongside other areas such as Elgin Road, Townsend's Road, Newton Lane. Additionally, some smaller parts of Sulphur Rock include specific areas like Harrison Street, West Broadway adding to the diversity of its landscape.