The invention discloses a method for efficient in-vitro amplification and culture of natural killer T cells with high killing capacity. The method comprises the following steps: a, taking fresh human peripheral blood and obtaining mononuclear cells with a gradient centrifugation method; b, pre-stimulating mononuclear cells in an in vitro medium; c, expanding culture of peripheral blood derived mononuclear cells, detecting the proportion of various cells, and judging amplification efficiency and activity of the target NK/NKT cells; d, detecting the proportion of NK/NKT cells to the cell population after culture for 3-4 weeks, and detecting cell killing efficiency; e, further purifying the NK/NKT cells. The method is simple to operate, the NK cell population rich in NKT cells with high killing activity is obtained and contains no impurity cells, immunogenicity caused by the impurity cells is avoided, and side effects in clinical application are lower. Besides, the method has the advantages that materials are easily available, the cells are suitable for large-scale culture, damage to the body is small and the like, and is more suitable for adjuvant treatment of tumor patients.