Two singles from "Madvillainy" were released before the album release: "Money Folder" b/w "America's Most Blunted", and "All Caps" b/w "Curls". The first single peaked at number 66 on the "Billboard" Hot R&B/Hip-Hop Songs chart. "Madvillainy" was released on March 23, 2004. Despite Stones Throw Records being a relatively small label, the album achieved moderate commercial success, which was big for the label. According to "Pitchfork", "after two years of hectoring Stones Throw for making unsalable records, distributor EMI couldn't keep "Madvillainy" in stock." The album peaked at number 179 on "Billboard" 200 and sold approximately 150,000 copies, making it one of the label's best-selling albums. Its success allowed Stones Throw to open an office in Highland Park, Los Angeles.