As a youngster, Whitaker was known to friends and family as "Pete," and when he began to emerge as a top amateur, fans in his hometown of Norfolk used to serenade him with chants of "Sweet Pete." This was misinterpreted by a local sportswriter as "Sweetpea," and when this erroneous report came out in the local newspaper, the new nickname stuck.