An object is to provide a highly reliable semiconductor device including a thin film transistor with stable electric characteristics. In a method for manufacturing a semiconductor device including a thin film transistor in which an oxide semiconductor film is used for a semiconductor layer including a channel formation region, impurities such as moisture existing in the gate insulating layer are reduced before formation of the oxide semiconductor film, and then heat treatment (heat treatment for dehydration or dehydrogenation) is performed so as to improve the purity of the oxide semiconductor film and reduce impurities such as moisture. After that, slow cooling is performed in an oxygen atmosphere. Besides impurities such as moisture existing in the gate insulating layer and the oxide semiconductor film, impurities such as moisture existing at interfaces between the oxide semiconductor film and upper and lower films provided in contact therewith are reduced.