Several White Sox teams have received nicknames over the years: 1  The 1906 team were known as the Hitless Wonders, due to their .230 batting average, worst in the American League. 2  The 1919 White Sox are known as the Black Sox, after 8 players were banned from baseball for fixing the 1919 World Series.