The former Sheffield United and Sunderland striker was given his marching orders by referee Paul Taylor following a challenge on Palace striker or midfielder Freddie Sears after 39 minutes.
Speaking to the Official Club Website, Town boss Roy Keane said: "We have looked at the video several times and we think we have a case. We're not into wasting people's time but we think it's a yellow card at worst."