An oxidative transformation from N‐substituted benzylamine into the corresponding benzamides was developed here using the oxidative system combined from the catalytic amount of PVP−I (polyinyl pyrrolidone) with TBHP. This newly developed method had the advantages of mild reaction conditions and broad substrate scope. The key intermediate of Enzalutamide as androgen receptor inhibitors was prepared using this catalytic condition starting from commercial available 2‐fluoro‐4‐nitrobenzaldehyde with the yield of 78.5 % for three‐step reactions.