| Cast list |
| Michael Jackson | as | Himself / Various |
| Naomi Campbell | as | Herself ('In the Closet' video) |
| Nancy Cartwright | as | Bart Simpson ('Black or White' video) (voice) |
| Dan Castellaneta | as | Homer Simpson ('Black or White' video) (voice) |
| Gilby Clarke | as | Himself ('Give into Me' video) |
| Macaulay Culkin | as | Kid ('Black or White' video) |
| Heavy D | as | Himself ('Jam' video) |
| Dante Henderson | as | African Dancer in Black Or White |
| Adolf Hitler | as | Himself (archive footage) |
| Iman | as | Queen ('Remember The Time' video) |
| Janet Jackson | as | Herself (archive footage) |
| Magic Johnson | as | Servant ('Remember The Time' video) |
| James Earl Jones | as | Himself ('Superbowl Heal The World' video) (voice) |
| Michael Jordan | as | Himself ('Jam' video) |
| Martin Luther King | as | Himself (archive footage) |
| Kris Kross | as | Themselves ('Jam' video) |
| John Landis | as | Himself ('Making of Black or White segment') |
| Peggy Lipton | as | Mother ('Black or White' video) |
| LL Cool J | as | Himself (archive footage) |
| Eddie Murphy | as | Pharaoh ('Remember The Time' video) |
| Wade Robson | as | Dancer ("Jam" / "Black or White") (as Wade J. Robson) |
| Brooke Shields | as | Herself (archive footage) |
| John Singleton | as | Himself ('Making of Remember the Time' segment) |
| Muzz Skillings | as | Himself ('Give into Me' video) |
| Slash | as | Himself ('Give into Me' video) |
| Wesley Snipes | as | Himself (archive footage) |
| Kevin Alexander Stea | as | Cossack, Assistant Choreographer / Black or White |
| George Wendt | as | Father ('Black or White' video) |
| Ryan White | as | Himself ('Gone Too Soon' video) (archive footage) |
| Oprah Winfrey | as | Herself (archive footage) |
