William H. Rehmann was born in September, 1891 in New Jersey. He was the eldest child of George Charles Conrad and Ida Emmaline (White) Rehmann.

In the 1900 census, the family was living on Chestnut Street in Monroe Township, Gloucester County, New Jersey.