Listen to Chase That Man online. Chase That Man is an English language song and is sung by Johnny Pearson. Chase That Man, from the album Kpm Brownsleeves: Kpmlpb 36, was released in the year 1966. The duration of the song is 1:34. Download English songs online from JioSaavn.