In August 2008, Kozjek participated in an expedition with Dejan Miškovič and Gregor Kresal trying to climb Muztagh Tower in the Karakoram, Pakistan. On 25 August 2008, he fell from the mountain through a cornice and was reported dead a few days later. He is the 19th Slovene to die in the Himalayas.