I always thought it was a remnant of the French (Norman Invasion, 1066). There is a handful of verbs in French conjugated with "to be" rather than "to have" in the passé composé (past) tense. Rise, born, arrive, leave, go (all "coming and going" verbs) are some examples. We also sing "He is...