In the primary election of the 2003 Madison mayoral race, Paul Soglin was eliminated. Although he was a prominent figure and had served as mayor previously, Soglin did not advance to the general election following the primary contest.
For more details, you can refer to the Isthmus article on the primary results: Paul Soglin: underdog? - Isthmus.