After killing Pretty Boy Floyd, Federal Bureau of Investigation agent Melvin Purvis is promoted by J. Edgar Hoover to lead the hunt for bank robber John Dillinger. Purvis shares Hoover's belief in using scientific methods to battle crime, ranging from cataloging fingerprints to tapping telephone lines.