WASHINGTON—The Pentagon has begun an investigation into Navy Rear Adm. Ronny Jackson, who served as the personal physician for three presidents until misconduct allegations emerged last week, dooming his bid to become secretary of veterans affairs.

The Defense Department’s Office of Inspector General is conducting the probe into allegations against Dr. Jackson and will decide afterward what further investigation or action should be taken, Pentagon spokesman Tom Crosson said in a statement.

The...