 Pennington was a candidate in the 2002 New Orleans mayoral election.Although he led in most pre-election polls, he finished second to Ray Nagin in the first round of voting, and lost the runoff election to Nagin by a margin of 59% to 41%.Shortly thereafter, he resigned as New Orleans police chief.