Owusu joined EFL League One side Rochdale after impressing on trial in October 2016. He signed his first contract at the club three months later. He made his first team debut after coming on as a half-time substitute in a 4–0 defeat to Oxford United at Spotland on 21 January 2017. He was released a few months later due to injury.
