A three-run home run and a grand slam secured the win for Penn State.
Montgomery never saw the field at Penn State and has four years of eligibility remaining.
Lee will take over for Jimmy Kennedy, who left Penn State to work for David Taylor at Oklahoma State.
The Nittany Lions missed last year's tournament.
The Nittany Lions gave up three runs in the sixth inning.
Shots of Penn State's student section, players walking out of the tunnel, and the drum major performing his pregame flip made the trailer.