The Browns selected Phelps in the fifth round of the NFL draft. Cleveland won the NFL championship in 1950, when Phelps served mainly as a punt and kickoff return man. The Browns reached the championship game in the following two seasons but lost to the Los Angeles Rams and Detroit Lions. Phelps retired before the 1953 season. He worked for the state of Kentucky after leaving football.