Sullivan was found dead at Kansas City's Intercontinental Hotel hours before Springsteen and the E Street Band were to take the stage Monday night.
Kansas City police spokesman Capt. Rich Lockhart said officers were investigating the death, although he said it was not suspicious.
A call to Springsteen's publicist was not immediately returned.
The Sprint Center arena said tickets would be refunded.