If the buzzer is to stay on until power is reset, perhaps a thyristor is the answer:
An SCR won't work, but you can use boostbuck's two transistor latch that emulates a thyristor, by connecting to the PNP input which triggers from the falling edge at the end of the 555 delay pulse (sim below):The buzzer only comes on after the time delay ends and then stays on until reset.




