Chronic myelogenous leukemia (CML) is a myeloproliferative neoplasm defined by dysregulated and uncontrolled proliferation of mature and maturing granulocytes with uniform distribution. It is associated with the fusion of BCR (on chromosome 22) and ABL1 (on chromosome 9) resulting in a BCR: ABL1 fusion gene. This fusion gene produces BCR: ABL1 protein which causes the constitutive activation of Tyrosine kinase, implicated in the pathogenesis of chronic myelogenous leukemia. The Morel Lavallee lesion is a closed soft tissue degloving injury resulting from the separation of the hypodermis from the underlying fascia, which in turn leads to hematoma collection between the layers. It is a rare manifestation of chronic myelogenous leukemia (CML). In this report, we describe a 50-year-old female who presented with right abdominal swelling, associated with easy fatigability, and significant weight loss of 1 month. Later confirmed to be chronic myelogenous leukemia with bone marrow aspiration and BCR/ABL1 fusion mRNA by RT-PCR.