For vulvar cancers, radiotherapy is targeting cancer cells, but also affects the host immune system. As this may affect treatment outcome, in this prospective study, we characterized the individual T cell immune milieu induced by surgery and adjuvant radio +/− chemotherapy (aRT) systemically in the blood of vulvar cancer patients and found increased frequencies of Interleukin (IL)‐17‐producing CD4+ and CD8+ T cells after aRT while frequencies of Th1 and perforin‐producing CD8+ killer cells were strongly diminished. Phenotypic characterization revealed enhanced expression of the ectonucleotidase CD39 on Th17 and Tc17 cells as well as CD8+ perforin+ cells after aRT. Furthermore, the aRT cohort exhibited increased proportions of Programmed Cell Death Protein (PD‐1) expressing cells among Th1 and CD8+ perforin+ cells, but not among Th17 and Tc17 cells. High post‐therapeutic levels of Th17 and Tc17 cells and low proportions of Th1 and CD8+ perforin+ cells expressing PD‐1 was associated with reduced recurrence free survival on follow‐up. In conclusion, our study defines individual therapy‐induced changes in the cellular immune milieu of patients and their association with cancer relapse. Our results may help to explain differences in the individual courses of disease of vulvar cancer patients and suggest PD‐1 and IL‐17 as targets for immunotherapy in vulvar cancer.