Atraumatic splenic rupture (ASR) is a rare condition mostly associated with neoplastic, infectious, and inflammatory diseases. ASR associated with drug treatment is even rarer. In this case report, we highlight an unusual complication of the direct oral anticoagulant rivaroxaban. A 64‐year‐old male patient was admitted to the emergency department with complaints of faintness and diffuse abdominal cramps. The patient had no history of recent trauma. Clinical examination revealed hemodynamic instability with a moderate response to filling and mild abdominal discomfort on palpation. His medical history included chronic hypertension, constipation, and recent atrial flutter ablation. The patient was taking amiodarone, bisoprolol, atorvastatin, and rivaroxaban. Splenic rupture was diagnosed several hours later on contrast‐enhanced abdominal computed tomography scan. Massive blood transfusions and emergency laparotomy for splenectomy were performed. Anatomopathological analysis did not reveal any neoplastic, inflammatory, or infectious causes. The patient was successfully discharged from the intensive care unit 3 days later. Clinicians must consider the possibility of ASR as a complication of rivaroxaban in patients with abdominal tenderness and hemodynamic instability. Unfortunately, clinical presentation is not always typical of a ruptured spleen. Delayed diagnosis can be life threatening or fatal. Splenectomy via laparotomy remains the best therapeutic option in cases of splenic rupture in unstable patients on direct oral anticoagulants.