The Reds join five other teams, including City, on six points after two games.
The concern for United is now whether Mourinho is capable of turning things around.
Bonfilscaleb Bimenyimana and Eric Rutanga scored Rayon’s goals.
Roma's win meant the top three from last year's campaign all won their opening round of matches.
He has also encouraged former footballers to try up something they love.