How have you been looking for it? Stores? or specialists? It has not been a common fish in the hobby, and there are like a 100 Mbuna species that have drab females but have cool adult males... not all can be found in the hobby unfortunately.
Plus it says it comes from a Malawi underwater national park, where normal collecting is illegal I think... maybe that explains why it has not been collected often.