	McQueen was born on April 15, 1866 in Society Hill, South Carolina to John McQueen and Sarah Pickens. His father was a member of Congress from 1816 until secession, and he served in the Confederate Congress from 1861 to 1865. His mother was the granddaughter of Andrew Pickens, a Revolutionary War hero and member of Congress.