In early July 2011, Parma confirmed through its official website that Pellè had signed a multi-year contract with the club. He scored one goal during his time at Parma, netting its second goal in a come from behind 3–3 draw with his former club Lecce on 18 December 2011; this was his first goal in Serie A. On 31 January 2012, Pellè joined Sampdoria on loan in the second division, scoring 4 goals in 16 appearances for the club to help it earn promotion back to Serie A for 2012–13.