Brewers defender Colin Daniel gave the home side a shock lead after just two minutes.
But £28m record signing Ollie Watkins levelled on 37 minutes on his debut.
Jack Grealish's excellent volley put Villa ahead with two minutes remaining before Kienan Davis sealed the win in extra-time.
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