Blassie's parents, Jacob and Anna (née Sind), immigrated to the United States from Germany prior to the start of World War I, settling in St. Louis.
As a teenager, Blassie went to McKinley High School; after graduating he got a job at a meatpacking plant, which his family hoped he would turn into a lucrative meat cutting job with the local trade union.