Yes, you must have a great voice to begin with but just like having 5 fingers does not make you an artist, having a great voice alone can not make you a voice star.
However, voice work is a lot more than merely reading a script. The most common sort of voice over artist is the storyteller. https://tinyurl.com/2ledbxxj