Constitutional symptoms of primary myelofibrosis can mask COVID-19 infection. We present the case of a patient with primary myelofibrosis on ruxolitinib who tested positive for COVID-19 as part of Hematopoietic Stem Cell Transplant (HSCT) workup. The patient was asymptomatic and took over four weeks to develop a negative COVID-19 RT-PCR test. She did not test positive for COVID-19antibodies.