Rovers were unable to repeat their Carabao Cup antics of last season as Blackpool came from behind to claim a second-round victory.
Alfie May put Rovers in front midway through the first half, but goals from Michael Nottingham and Harry Pritchard saw the Seasiders progress through to the third round of the cup.