The Championship side beat their Premier League opponents 1-nil in the first leg at the Riverside Stadium.
Hayden Hackney’s first-half goal was the difference.
Premier League leaders Liverpool host Fulham at Anfield in the first leg of their last four tie tonight.
It’s the first time the Londoners have reached this stage of the competition.