The drift orbit cyclotron was investigated both theoretically and experimentally. A drift orbit cyclotron was designed and constructed, and acceleration experiments using electrons in high vacuum were performed. Theoretical calculations using the guiding center approximation match the experimental results. Improvement of the acceleration efficiency was observed by using the stochastic acceleration technique.