Cellular angiofibroma (AF)/Angiomyofibroblastoma (AMF)-like tumor is a rare benign mesenchymal neoplasm. It is very challenging to distinguish benign versus malignant mass radiologically. It is of paramount importance to distinguish Cellular Angiofibroma (CAF) microscopically from its differential diagnoses. A 64-year-old man presented with scrotal swelling. Pathological examination showed features of cellular AF/AMF- like tumor, which shows positivity for CD34, with negativity for S-100 Protein, smooth muscle actin and desmin.