I have scorched starch. Heavy-handed as I am, it turned darker than yellow.
Was it spray starch? That is the only kind that has scorched for me. With all the additives these days, I think it's quite possible that the starch yellowed on its own over time. If so, it should wash out. All of my scorches did (except a few that scorched the fabric along with the starch).