Hairy cell leukemia (HCL) is an infrequently encountered chronic B-lymphocyte hematological malignancy, which is found to be more prevalent in males. HCL can present with a myriad of nonspecific symptoms involving the reticuloendothelial system. Usually, patients are diagnosed after an incidental finding of pancytopenia. In the majority of cases, HCL follows an indolent course, and many patients remain asymptomatic. Treatment with nucleoside analogs is the first line of treatment and is indicated for patients with severe anemia, thrombocytopenia, neutropenia, or severe systemic symptoms. Here, we report an atypical case of a 41-year-old Hispanic female who presented with menorrhagia and iron deficiency anemia. She was diagnosed with HCL after a bone marrow biopsy demonstrated the characteristic "hairy projections."