Cleveland head coach Paul Brown groomed Cole to replace Motley, who was nearing the end of his career in 1950. Cole played in all 12 of the team's games that year, running for 105 yards on 26 carries. He was also used as a linebacker on defense. The Browns finished the regular season with a 10–2 win–loss record and beat the Los Angeles Rams to win the NFL championship.