Abercrombie was educated at the public schools in Baltimore and entered Johns Hopkins University in the fall of 1897 after graduating from the Baltimore City College. He earned his AB degree from Johns Hopkins in 1901 and his M.D. degree in 1905. The first lacrosse game he ever played in was in 1896, between the Maryland Athletic Club and the Crescent Athletic Club.