Ribbing disease is a rare benign bone dysplasia characterized by progressive cortical thickening of the diaphyses of long bones in adult patients. The literature provides limited insight into its natural radiological progression and anatomical distribution. Single-bone involvement is particularly uncommon, with prior cases exclusively affecting the tibia. This case report outlines the unique presentation of Ribbing disease in a 20-year-old male, localized to the left femur. The patient's history revealed intermittent left thigh pain persisting for more than 2 years, with no identifiable triggers or relief factors. Early radiographic imaging revealed no significant abnormalities, but subsequent imaging, conducted 1 year after the initial presentation, revealed focal fusiform widening and cortical thickening of the mid-diaphysis of the left femur. MRI further revealed circumferential cortical thickening with bone marrow edema, corroborated by CT, which revealed cortical thickening with near-complete obliteration of the intramedullary cavity. The patient was managed with nonsteroidal anti-inflammatory drugs and activity modifications. Misinterpretation of the radiographic findings of the osteoid osteoma led the patient to undergo radiofrequency ablation. This case highlights the challenges in diagnosing Ribbing disease and emphasizes the importance of considering it in the differential diagnosis of chronic limb pain. Continued reporting of cases contributes to enhancing our understanding and management of this rare skeletal dysplasia.