Prop design is a crucial aspect of visual storytelling that involves creating objects to populate sets, enhance character narratives, and fulfill specific functions in a story. It requires a deep understanding of the narrative, period, and stylistic context to create believable and cohesive elements that support the overall aesthetic and story arc.