Olfactory neuroblastoma is a rare, undifferentiated carcinoma of the nasal cavity. It is an extremely rare malignancy, usually occurring in the sixth decade of life with no known underlying cause. In this case report, we present a 71-year-old male with an enlarging facial mass near the right medial nasal bridge, initially diagnosed as undifferentiated carcinoma on biopsy and later confirmed as olfactory neuroblastoma eroding into the anterior skull base. Our patient presented with the signs and symptoms of epiphora, epistaxis, intermittent headaches, anosmia, and an enlarging facial mass. The treatment modalities include surgery, radiation therapy, and chemotherapy. The purpose of this case report is to highlight the importance of chemotherapy and adjuvant radiotherapy for treatment without the need for surgery. Further studies need to be done to divulge the risk factors for olfactory neuroblastoma and to implore new chemotherapeutic treatment modalities that minimize long-term mortality and morbidity.