Rahmat is the only child of the former weightlifters Erwin Abdullah and Ami Asun Budiono. Erwin, who won silver medal at the 2002 Asian Games, originally qualified for the 2004 Summer Olympics, but was no allowed to compete due to injury. His mother, Ami, was winning gold medal at the 1995 Southeast Asian Games.