Yes, definitely. (Per the HKS website).
I don't know this for sure, but it's my impression that they only conduct interviews for some of the fellowships. There are a few others that I *think* (again, I don't know this for sure) are awarded just on the basis of your essay, and still other scholarships just on the basis of your application.
Don't lose hope yet!