Is It Normal For A Kitten To Not Eat When You First Get It?

I just got a kitten and the first thing we did was go out to get food. The problem is, he won’t eat it. He doesn’t want anything to do with me or his food dish (he’s been there for almost 2 hours). I finally put him in the crate and he started crying, but after about 5 minutes of crying, I tried putting my hand under his chin and patting him on the head again (like you would a dog) and he stopped right away. Now that I found this site through google searches, i’m wondering if something is wrong with him?