This study investigates paternal identities among men who are involved in the illegal drug economy in Norway. Using data from life-history interviews, we identified two paternal identities relating to the role fatherhood played in their lives and crimes: struggling fathers and absent fathers. Our analysis demonstrates the structural constraints of fatherhood for crime-involved men, which is rooted in their class positions and enhanced by being situated in hyper-masculine drug markets with little access to hegemonic masculinity. Our study offers a contribution to scholarship on marginalized fatherhood, and highlights the import of paternal identities for understanding the relationship between fatherhood and crime over the life course.