I wouldn't feel bad- just explain that you don't have the money right now to buy a lot of gifts, but that you still want to enjoy the holidays with them by spending time together and eating lots of good holiday food.

I don't usually buy or exchange gifts with anyone but a few people, and it's mainly for the kids in my family. I think Christmas is more about getting to enjoy your family and good food anyway, and I think your family should understand.