Chemotherapy-induced peripheral neuropathy (CIPN) which is one of the common chemotherapy related toxicity poses a significant clinical challenge. Here we conducted a prospective pilot study to evaluate the efficacy of acupuncture on CIPN. Patients with CIPN were administered acupuncture procedure with continuation of previous conventional medication. Acupuncture procedures were conducted three times per week for 3 weeks. We assessed patients with Common Terminology Criteria for Adverse Events (CTCAE) v4.0, Visual Analog Scale (VAS), Functional Assessment of Cancer Therapy/Gynecologic Oncology Group Neurotoxicity (FACT/GOG-Ntx) at the time of baseline and every week after the acupuncture procedures. Total 5 patients were included and treated with acupuncture. CTCAE grades were the same of 2 in all patients. VAS mean value changed from 5.2 to 3.2, and FACT/GOG-Ntx total score that suggests the higher relates to better quality of life changed from 93.3 to 110 as mean value at the end of the 3rd week, though this index difference did not show any statistically significant difference. This pilot study suggests that acupuncture procedure may have a role for CIPN treatment. Launching a more larger and properly controlled study will be required to ascertain the efficacy of acupuncture.