Dunn was born in Chicago, the son of John Dunn, a musician and poet, and his wife Margaret (née East), a nurse. His sister is actress/comedian Nora Dunn. He was raised in a Catholic family, and has Irish, English, Scottish, and German ancestry. Dunn graduated from Illinois Wesleyan University in 1977, and received an honorary doctorate in 2008 from the same school.