The factors that cause prolonged human influenza virus respiratory tract infection and determine its clinical impact and the development of drug‐resistant viruses are unclear. During a 3‐year period, symptomatic influenza virus excretion for 2 weeks was observed among 8 immunocompromised patients and found to be associated with lymphocytopenia at onset (8 of 8 patients) more often than with granulocytopenia (2 of 8 patients) or monocytopenia (2 of 8 patients). Six (75%) of 8 patients developed influenza lower respiratory tract infection (10 episodes), and receipt of oseltamivir treatment was significantly associated with clinical improvement (8 of 8 episodes vs. 0 of 2 untreated episodes; ). Complete viral clearance was strongly correlated with lymphocyte reconstitution ( ) but was never observed during the first 2 weeks after oseltamivir treatment. Neuraminidase inhibitor–resistant influenza viruses emerged in 2 (67%) of 3 patients eligible for resistance analysis. In conclusion, prolonged influenza virus infection was associated with lymphocytopenia, influenza lower respiratory tract infection, and frequent development of drug resistance during antiviral therapy. Clinical improvement in influenza lower respiratory tract infection is observed during oseltamivir treatment, but complete viral clearance is dependent on lymphocyte reconstitution, irrespective of receipt of antiviral medication.