Mantle cell lymphoma (MCL) is a mature B‐cell lymphoma associated with cyclin D family rearrangements and typically expresses CD5 and cyclin D1. Epstein–Barr virus‐ (EBV‐) positive MCL is rare, and the role of EBV infection and its transformation in MCL remains unclear. We present a case of CD5‐negative classic MCL that progressed to an EBV + pleomorphic MCL six years after the initial diagnosis. Molecular studies confirmed the same clonal origin. To the best of our knowledge, the EBV‐positive transformation of CD5‐negative MCL into a pleomorphic variant has rarely been reported, and its recognition is important for the diagnosis and the management of patients with MCL.