Duchy of Holstein
He was born at Altona, Duchy of Holstein (then a part of the Denmark–Norway kingdoms), the son of Jacob Struve (1755–1841). Struve's father moved the family away from the French occupation to Dorpat (nowadays Tartu) in Imperial Russia to avoid military service, equipped with Danish passports.