Diamond Bar, California. Diamond Bar is a city located in eastern Los Angeles County, California, United States. The 2014 population estimate was 56,784, up from 56,287 at the 2000 census. It is named after the diamond over a bar branding iron registered in 1918 by ranch owner Frederick E. Lewis.