In 1984, McConnell ran for the United States Senate against two-term Democratic incumbent Walter "Dee" Huddleston. The election race wasn't decided until the last polls returned came in, and McConnell won by a thin margin—only 5,200 votes out of more than 1.8 million votes cast, just over 0.4%. 