In 1998, Atzmon joined veteran punk rock band Ian Dury and the Blockheads, while sustaining other projects. He participated in Robert Wyatt's album, "Comicopera" (2007), and with Wyatt, Ros Stephens and lyricist Alfreda Benge, on "For the Ghosts Within" (2010). Atzmon produced and arranged two albums for Sarah Gillespie, "Stalking Juliet" (2009) and "In The Current Climate " (2011), and toured with her band, and has produced albums for Dutch-Iraqi jazz singer Elizabeth Simonian, afro-jazz percussionist and singer Adriano Adewale, and Blockheads bassist Norman Watt-Roy. In 2010, Atzmon released a musical transcription of ten saxophone solos.