 Thompson was born in St. Louis, Missouri to George and Morsie Thompson and is the oldest of three children.Thompson comes from an athletic family; both his siblings, George Jr. and Jennifer, played collegiate volleyball, and George Thompson is the nephew of Alice Coachman, the first black woman to win an Olympic gold medal.When Darrell was one year old, the family relocated to Rochester, Minnesota.