Pellè scored four goals for Italy under-20 at the 2005 FIFA World Youth Championship in the Netherlands, including a brace in their 4–1 group stage win over Canada. He also netted an extra-time equaliser for a 2–2 draw with Morocco in the quarter-finals, and converted in the penalty shootout which his team lost nonetheless.