One of seven children born to James Edward and Gertrude Marie Gilleran, Tom Gilleran had six siblings: Dr. John B. Gilleran, Marietta Gilleran Smith, the late James E. Gilleran, the late James Gordon Gilleran, the late Owen Francis Gilleran, and the late William James Gilleran.