 Even his exact birth date is unknown. What we do know is that he was born a slave in Loudoun County, Virginia in 1846. And early on in life, he was taken in by the farm's owner into their home to be a companion to their son, Samuel. While Samuel learned to play the flute, Johnson learned to whistle every tune he heard. Eventually, Johnson was freed.