It's easier to read people with video. If you don't know someone that well, you can't pick up as many cues with just voice.
Video gets more info about how certain, cooperative, serious, how well listening etc people on the other side are. Also the relationship (boss/right hand etc) between speaker and non speaker on the other side gets more obvious.