Immune cell therapy has received attention in the clinical setting. However, current chimeric antigen receptor T cell therapies require individualized manufacturing based on patient cells, resulting in high costs and long processing times. Allogeneic immune cell therapy, which involves the use of immune cells from other donors, is emerging as a promising alternative that offers multiple advantages, including off-the-shelf availability, standardized manufacturing, and potentially stronger effector functions. Natural killer T (NKT) cells are a type of T cell that can be activated without being restricted by HLA, indicating their potential use in allogeneic cell immunotherapy. They exhibit cytotoxic activity against various cancer targets. However, their low frequency in blood limits their use in ex vivo amplification for treatment. This has led researchers to focus on allogeneic NKT cells as a potential treatment agent. In this study, we review the research on NKT cell-based immunotherapy and focus on the recent progress in clinical trials related to NKT cell-based immunotherapy worldwide. NKT cell-based therapy is not limited to specific cancer types and has been investigated in many ways worldwide over the past decade. Some clinical trials targeting NKT cells have shown promising results; however, the number of trials is low compared to those using T and natural killer cells. The use of allogeneic NKT cells may revolutionize the treatment of cancer and other diseases. However, further research and clinical trials are necessary to fully understand their efficacy, safety, and long-term benefits.