On June 25, 2008, Landham announced his candidacy for the U.S. Senate seat held by Mitch McConnell on the Libertarian line. The same day Landham was accused of calling for genocide against Arabs (whom Landham referred to as "camel dung shovelers," "camel jockeys," and "rag-heads") for his comments on the political radio show The Weekly Filibuster. Three days later, on June 28, the Kentucky Libertarians voted unanimously to withdraw Landham's nomination, citing his comments were not in keeping with the party's platform and values.