Rannells was born in Omaha, Nebraska, to Charlotte and Ronald Rannells. He is the fourth of five siblings, with three sisters and an older brother. Rannells attended Our Lady of Lourdes grade school in Omaha, and then Creighton Preparatory School, an all-boys Roman Catholic school in Omaha.