Sometimes you can win a game despite not picking up very many hits. Last season the Yankees won a game against the Rays 2-1 only getting one hit all game. In that case, they got a pretty good outing from Nathan Eovaldi, and then three solid innings for the bullpen.
On June 8, 1952, the Yankees won despite getting only two hits. However, that one was very much gifted to them.
Jim McDonald got the start for the Yankees as they hosted the St. Louis Browns on June 8, 1952. He walked the first three batters he faced and was immediately taken out of the game.