His office says he's getting backing from the current and former heads of the Chicago Republican Party.
He's also getting support from the Chicago Young Republicans.
Rutherford will go against State Senators Bill Brady and Kirk Dillard and Bruce Rauner in the primary.
Voting is March 18.