He gave the curse to Hisoka while abusing him, which, after years of illness, killed the young man. This implies Muraki is sick himself, and would explain why he's always trying to feed on the lifeforce of others, and is fascinated with immortality, yet isn't poetically associated with vampires. This has added weight, since the show is rife with gay overtones.