Last year's champion Shahjalal and runner-up Jibon Boli did not participate in this year's competition
An 83rd minute penalty from Ashley Barnes, after he was brought down by goalkeeper Alisson Becker, decided the contest after Juergen Klopp's side failed to score for the fourth straight league match.
The win was Burnley's first at Anfield for 46 years.