Roberto Soldado and Emmanuel Adebayor started up front meaning Jermain Defoe, who will join Toronto FC at the end of next month, had to settle for a place on the bench.
Former Arsenal striker Marouane Chamakh lined up for Palace, who made four changes from the team that beat West Brom in the FA Cup last week.