McCallum is a Scottish and Irish surname, meaning in Gaelic "Son of Columba" the influential 6th-century Christian saint who helped spread Christianity in Scotland and Ireland. Thought to be a member of the Ui Neill and possibly a member of its sub kingdom the Cenel Eoghain commonly found through Ulster and the western isles of Scotland. Notable people with the surname include: