Chronic pain is a common symptom encountered by elderly people. In addition to usual pharmacological treatment, nonpharmacological therapies or complementary therapies have become popular recently. However, the current literature still lacks a synthesis of the existing evidence-based studies and systematic reviews. Therefore, the present review aimed to examine the literature on chronic pain in the elderly with common nonpharmacological and minimally-invasive therapies including acupuncture, massage, Tai Chi Chuan, and psychological therapies. Overall, the existing evidence was generated mostly from case reports or small studies. Similar weaknesses, such as low statistical power, lack of adequate control groups, and lack of objective outcome measures, prevail in most studies regardless of the type of complementary therapies. Before providing advice to elderly patients, healthcare professionals must consider the risks and benefits of those nonpharmacological therapy.