Isso é abordado em Histórias Curtas de Hogwarts sobre Poder, Política e Poltergeists Peculiares . Em resumo, Slughorn tornou-se cada vez mais perturbado por sua participação na ascensão de Voldemort ao poder, especificamente sua famosa imortalidade. Quando ficou claro que Dumbledore não iria parar em suas tentativas de interrogá-lo sobre sua interação com Tom Riddle (e, portanto, revelar seu segredo mais culpado, que ele o ajudou a fazer uma Horcrux para evitar sua morte), ele escolheu se aposentar , externamente reivindicando reflexos falhos e 50 anos de serviço leal à escola.
When the wizarding world fell into war, and rumours swirled that Voldemort had, somehow, made himself immortal, Slughorn was sure that it was he who had made Voldemort invincible, by teaching him about Horcruxes (this guilt was misplaced, as Riddle already knew how to make a Horcrux, and had feigned innocence in order to find out what might happen if a wizard made more than one). Slughorn became ill with guilt and fright. Albus Dumbledore, now Headmaster, treated his colleague with particular kindness at this time, which had the paradoxical effect of increasing Slughorn’s guilt, reinforcing his determination never to tell a living soul what a dreadful mistake he had made.
Lord Voldemort made no attempt to seize Hogwarts on his first ascent to power. Slughorn believed, correctly, that he was safest remaining in his post rather than risking the outside world while Voldemort was at large. When Voldemort met his match upon attacking the infant Harry Potter, Slughorn was even more jubilant than most of the wizarding population. If Voldemort had been killed, Slughorn reasoned, then he could not have made a Horcrux, which meant that he, Slughorn, was innocent after all. It was Slughorn’s extremity of relief, and the disjointed phrases he let fall in the first rush of emotion after hearing of Voldemort’s defeat, that first alerted Dumbledore to the possibility that Slughorn had shared Dark secrets with Tom Riddle. Dumbledore’s gentle attempts to question Slughorn, however, caused him to clam up. A few days later, Slughorn (who had now completed a half century of service to the school) tendered his resignation.