If you’re a fan of 1980s comedies, you probably remember Rick Moranis from Ghostbusters and Honey, I Shrunk the Kids. But odds are no one remembers him for The Agoraphobic Cowboy, a 2005 spoof country album that managed to win a Grammy nomination for Best Comedy Recording. Though he did sing his way through Little Shop of Horrors, Moranis never pretended to be a great musical talent — “There’s a couple of melodies that are O.K., I guess,” he said of the album — and the disc is now out of print.
Top 10 Unlikely Celebrity Albums
In 2009, following the release of Bob Dylan's baffling Christmas album, TIME examined other bizarre celebrity musical experiments.