Introduction: Determining the exact diagnoses for low back is challenging due to the myriad of causative factors. Consequently, rare diagnoses like arachnoiditis are often overlooked, causing patients with this condition to be ineffectively treated. Arachnoiditis involves inflammation of the arachnoid membrane enveloping the spinal cord, can is caused by diverse etiological factors, including infections, trauma, spinal cord contamination, tumors, and genetic predispositions. Case: In this case report, the author describe a 43-year-old female with a past medical history of anxiety and depression who presented with chronic back pain. The patient had previously undergone trials of various neuropathic and nociceptive modulating medications as well as transforaminal and caudal epidural corticosteroid injections, yielding minimal relief. On the evaluation, the patient’s lumbar spine MRI revealed findings suggestive arachnoiditis, a diagnosis that had also been missed on a previous MRI a year prior. Given this, the patient was advised to not undergo the Intercept procedure which had been previously recommended by another provider. Discussion: Given its resemblance to other neurologic conditions, the diagnosis of arachnoiditis involves a comprehensive approach with history, physical examination, and imaging modalities such as MRI or CT myelography serving as critical components. In this case, the patient did not have any history of infection or trauma, making the diagnosis more elusive, and requiring the team to pay more heed to the imaging finding. Although her imaging served supportive evidence or arachnoiditis, it is important to recognize its correlation with clinical findings and the severity of symptoms is not always consistent. Management of arachnoiditis requires a multi-faceted approach with steroids, neuropathic modulating medications, muscle relaxants, cognitive behavioral therapy, and physical therapy. Conclusion: This case report underscores the diagnostic challenges and clinical intricacies associated with spinal arachnoiditis. The presented patient's atypical symptoms and protracted diagnostic journey highlight the importance of ongoing vigilance and comprehensive evaluation in chronic pain management. Further research should investigate effective treatment modalities for this chronic and debilitating condition that is overlooked, given its similarity to other diagnoses and rare prevalence.