Mitch McConnell was already a dominating presence in Kentucky with a 14-year Senate record when conservative businessman Matt Bevin moved to the state in 1999.

Egged on by an array of tea-party groups, the political newcomer and father of nine hopes to topple the Senate minority leader in what could be the marquee primary showdown of 2014.

A...