This case underscores the diagnostic pitfalls of minimal-fat AMLs and the potential for misdirected aggressive surgery when RCC is presumed, highlighting the diagnostic precision of IHC with HMB-45, Melan-A, CK7, and PAX8. Here, MLANA is linked to renal cell carcinoma.