When my pup would not eat I would put some Nutrical on my finger for him to lick. Usually after he had a few finger-fuls of Nutrical he'd find his appetite and eat his food.
I also started putting some Iams puppy gravy on his food and that seems to make it taste better for him.
Good luck with your new rescue baby.