He was born in Tartu, Estonia. Kaalep was a member of the Congress of Estonia. From 1989 to 2001, Kaalep was the editor-in-chief of the journal "Akadeemia". In 2002, he was briefly a professor of Liberal Arts at the University of Tartu.