The riot isn't seen in the movie, but it is alluded to. He has this one speech that gives a great sense of texture and paints a picture of what was happening in Harlem then.
“Cleveland is the place I grew up and lived much of my adult life, so it will always be a part of my soul.”
“When I was a boy I was told that anybody could become President; I'm beginning to believe it.”