However, Rangnick disagrees and said his side were deserved winners on the day despite the late nature of the goal.
“If you score in the last second of the game that is the best type of win, a clean sheet,” Rangnick told Sky Sports.
“I think in the end we deserved to win. It takes patience to play West Ham.
“A few moments at the end I wished we would have passed the ball instead of shooting from wherever.
“Bearing in mind we played a few days ago against Brentford, the team looked physically good.