Madsen has been writing since the early 1990s. He began writing on match books, napkins and hotel stationery in between his time working on film sets and traveling around the world. In 2005, 13 Hands Publications compiled all of his poetry and released The Complete Poetic Works of Michael Madsen, Vol I: 1995–2005. The original books released were Beer, Blood and Ashes (1995), Eat the Worm (1995), Burning in Paradise (1998), and the now out-of-print A Blessing of the Hounds (2002), 46 Down; A Book of Dreams and Other Ramblings (2004) and When Pets Kill (2005). His friend, Dennis Hopper, described his poetry as a throwback to the Beat Generation: "I like him better than Kerouac: raunchier, more poignant, he's got street language, images I can relate to, blows my mind with his drifts of gut-wrenching riffs; this actor is a poet and he is cool, of course, he is Michael Madsen." Madsen has noted influences for his style of poetry, as being Jack Kerouac and Charles Bukowski. In 2008, Madsen was invited and appeared in Norway for the Norwegian translation and release of Burning In Paradise. In November 2010, he was the guest of honor for his poetry at the Crossing Border Festival at The Hague. Another book of poetry, American Badass, was released on September 25, 2009. Madsen dedicated the book to the memory of his friend and Kill Bill co-star David Carradine. His latest book, Expecting Rain, was released in October 2013 with an introduction by Jerry Hopkins.