In 1934, Dillinger was accused of killing a policeman. He was transported from Arizona to Indiana. He escaped from jail. His flight across state lines in a stolen vehicle made him a fugitive from the FBI. He formed a gang and robbed banks. He had several gun battles with the men of the FBI. By the middle of 1934, he had robbed 10 banks in four midwestern states.