Elst was born in Leuven, Belgium on 7 August 1959. He studied Indology, Sinology and philosophy. His family was Flemish Catholic. He earned a Ph.D. from the Catholic University of Leuven (Belgium). Elst is known for his views on the Indo-European culture and languages.