WASHINGTON—The Justice Department has opened an inquiry into J.P. Morgan Chase & Co.'s $2 billion-plus trading loss, according to a person familiar with the matter.

The probe is at an early stage and it isn't clear what possible legal violation federal investigators may be focusing on.

The Federal Bureau of Investigation's New York field...