An apparatus and method for cancelling a noise of an audio signal in an electronic device is provided. The method includes recording audio signals using a plurality of microphones and changing an audio signal which is introduced into a first microphone during a noise generation interval to an audio signal which is introduced into a second microphone, wherein the first microphone includes one or more microphones which are influenced by the noise among the plurality of microphones.