The Spanish actor's 2002 movie, co-starring Charlie's Angel Lucy Liu, is number one on the 100 Worst of the Worst list, compiled by Rottentomatoes.com.
Critics gathered thousands of reviews from the last 10 years for the countdown.
Japanese horror flick One Missed Call closely trails Banderas' film at two, while Roberto Benigni's Pinocchio and comedies King's Ransom and National Lampoon's Gold Diggers round out the countdown at numbers three, four and five respectively.
Other notable entries are Heather Graham's Killing Me Softly in 12th place and John Travolta's Battlefield Earth at 27th.
Chris Klein and LL Cool J's sci-fi film Rollerball followed Travolta's flop at 28.