Arthur was born December 26, 1888, in Waycross, Georgia, the son of John Spencer and Emma Victoria (née Cason) Moore. Arthur was of Irish ancestry. His great grandfather came to North Carolina and his grandfather moved to Georgia. Arthur's grandfather later died in the Battle of Gaines' Mill in 1862.