Their birth into Heaven is the important day. Being born in Original Sin is nothing to celebrate.
That is why we only celebrate 3 birthdays in the Liturgical Year:
Jesus Christ (who is God, and cannot sin)
Our Lady (who was preserved from Original Sin)
St. John the Baptist (who was baptized in the womb, and so he was without sin when he was born)