Born in Hanover, Germany, Arnemann emigrated with his parents at age five and settled in West Bend, Wisconsin. In 1870, Arnemann started a soda water factory in Neenah, Wisconsin and was also in the ice business. He married Mary Bruening in 1872, with whom he had 10 children. Bruening was killed by a train in 1916.
