He's just huffing at ya. It's a big bad "don't mess with me" noise that doesn't mean much. You just startled him. No biggy. I bet he stopped once you picked him up?
I have one big normal girl that does this almost every time I touch her at first. Then once her body leaves the ground it stops. No worries! No need for vet!