Many early explanations for violent extremism focused on clinical dispositions, withpoor empirical support. In the current work, we argued that violent extremists might be “normal” in a clinical sense while nonetheless bearing certain personality signatures. Results from five studies among four general population of Muslims and a sample of former Mujahideen suggest that both violent and non-violent behavioral intentions among European Muslims and Muslims in the Middle East are predicted by basic personality traits. Results from individual studies and a meta-analysis showed that more violent intentions were related to lower altruism, lower openness to experience, and lower emotionality, whereas more non-violent intentions were primarily related to higher altruism. When substituting non-violent intentions with actual behaviors the results were similar, suggesting that the findings are not merely self-report artefacts. Finally, the violent intention effects were consistent across the three European countries (e.g., Belgium, Denmark and Sweden) that provided the most foreign fighters to Islamic State per capita. Overall, the personality model explained 11% of the individual differences in non-violent and 27% of the violent intentions.