The aim is to report a case of chronic myeloid leukemia (CML) in a 20-year-old female who initially presented with bilateral optic disc edema and headaches, and to raise awareness of uncommon causes of disc edema that could potentially be life-threatening. The patient first presented in June 2022 with blurry vision in the left eye, headache, and neck pain of 6 months duration. Initial examination revealed a young woman in no acute distress, with a blood pressure of 100/60 mm Hg and a body mass index of 26.98. Her pinhole visual acuity was 6/9 in both eyes, extraocular motility was full bilaterally, and both pupils were briskly reactive. However, she had bilateral optic disc edema. Both brain and orbital magnetic resonance imaging (MRI) revealed normal findings. Serological tests for syphilis and human immunodeficiency virus were negative. Based on these and the clinical features, an initial diagnosis of idiopathic intracranial hypertension was made, and the patient was started on acetazolamide tablets. She was followed up for approximately 1 year without resolution of symptoms. At a follow-up visit in December 2023, she was found to have developed dilated tortuous vessels with discrete retinal lesions. A peripheral blood film result showed that the patient had CML. In conclusion, a high index of suspicion should be entertained when managing a patient with unexplained bilateral disc swelling with normal brain MRI study. A complete blood workup, including a peripheral blood film, should be included as a part of the routine investigation of these patients so that diagnosis and treatment could be instituted early.