Pearce joined Newcastle United along with fellow veterans John Barnes and Ian Rush in the 1997–98 season under Kenny Dalglish, and played in the 1998 FA Cup final, though again he emerged on the defeated side. He scored once during his spell at Newcastle, in a UEFA Champions League tie against Dynamo Kyiv.