In 2002 Feldman released a solo album, Former Child Actor, and promoted it with a second US tour. In 2003 he appeared in the first celebrity-driven reality series The Surreal Life on The WB. On the show, he publicly married Susie Sprague. He also made a cameo appearance in the film Dickie Roberts: Former Child Star starring David Spade. He appeared in the Moby music video "We Are All Made of Stars". In 2004 Feldman made a cameo appearance in the independent sci-fi comedy Space Daze which was distributed by Troma Entertainment in 2005, and starred in the made-for-TV slasher crossover film Puppet Master vs. Demonic Toys which aired December 18, 2004 on NBCUniversal's Syfy network. In 2005 Feldman made his stage debut in the positively reviewed off-Broadway play Fatal Attraction, a Greek Tragedy, a parody of the seminal 1987 film Fatal Attraction directed by Timothy Haskell.  Feldman played the lead character, named Michael Douglas. Feldman appeared in the theatrical release My Date with Drew and was the voice of "Sprx-77" in the Toon Disney/ABC Family series Super Robot Monkey Team Hyperforce Go!.