He played for Gold Coast City in the National Premier Leagues Queensland before moving to Britain whilst still a teenager. Initially, he played as a striker but was converted into central defence whilst appearing for Dulwich Hamlet. He also turned out for Welling United before earning a trial and subsequent contract at Crystal Palace, after being scouted by Palace’s Shaun Derry. Whilst at Crystal Palace he has captained their under-23 team. On 14 January 2022, Rich-Baghuelou joined League One side Accrington Stanley for an undisclosed fee.