Oelrichs was also a member of the Democratic Party and active in New York City politics, even declining to run for Mayor of New York City, before moving to San Francisco, California. The Oelrichses played a role in the rebuilding of San Francisco following the 1906 earthquake as part of the Committee of Fifty.