 He was named after Count Rudolph IV of Habsburg.Educated with his siblings first in Spain then in Belgium, , but Rudolf was expelled in 1946 once his membership in the formerly imperial House of Habsburg was exposed.After the war he travelled to the United States, Canada and the Belgian Congo.