During the invasion of Red Army, he was the only member of government who voted against surrendering to the Bolsheviks. Therefore, a warrant for his arrest was issued by Bolshevik, but Ashurov was able to escape. Unable to pass to Turkey, Ashurov stayed in Azerbaijan.