The Danish government’s counter-radicalization Action Plan of 2009 had intended and unintended effects. Primarily targeting Danish Muslims, it employs neoliberal governmentality approaches of governance through individual support and response, information and knowledge, empowerment, surveillance and intervention, and anti-discrimination. It aims to prevent radicalization by transforming, shaping, and disciplining illiberal and violence-prone “radicals” into active, liberal citizens. Prolonged fieldwork and in-depth interviews with seventeen Muslims from a targeted milieu reveal skepticism about the effectiveness of the measures. Implementation of the action plan in practice may yield iatrogenic effects.