After Arturo García Buhr ended a romance with Tita Merello, Olivier and Buhr become a couple in 1950. Pursued by the government of Juan Perón as a result of her political convictions, they escaped to Chile in 1951 and settled in Uruguay before returning to Argentina in 1955 after the fall of the government.