Provided is a method for manufacturing a nitride semiconductor device, including the steps of: forming an AlNO buffer layer containing at least aluminum, nitrogen, and oxygen on a substrate; and forming a nitride semiconductor layer on the AlNO buffer layer, wherein, in the step of forming the AlNO buffer layer, the AlNO buffer layer is formed by a reactive sputtering method using aluminum as a target in an atmosphere to and from which nitrogen gas and oxygen gas are continuously introduced and exhausted, and the atmosphere is an atmosphere in which a ratio of a flow rate of the oxygen gas to a sum of a flow rate of the nitrogen gas and the flow rate of the oxygen gas is not more than 0.5%.