In 2006, the Penguins went 6–1 in the Gateway Conference to win the league title outright. For the seventh time in school history, the Penguins advanced to the NCAA semifinals, defeating foes James Madison University and Illinois State University before falling to top-ranked Appalachian State University.
In 2006, the Penguins achieved a remarkable 6–1 record in the Gateway Conference to claim the league championship without any competition. For the seventh time in school history, the Penguins secured a spot in the NCAA semifinals, triumphing over James Madison University and Illinois State University before ultimately falling short against top-ranked Appalachian State University.