A method of detecting faults in a wind turbine generator 150 based on current signature analysis is disclosed herein. The method includes acquiring a set of electrical signals representative of an operating condition of a generator 150. Further, the electrical signals are processed to generate a normalized spectrum of electrical signals. A fault related to a gearbox 140 or bearing 120 or any other component associated with the generator 150 is detected based on analyzing the current spectrum.