Yes, you should have a great voice to begin with however much like having 5 fingers does not make you an artist, having a great voice alone can not make you a voice actor.
However, voice work is so much more than simply reading a script. The most common sort of voice over artist is the narrator. https://tinyurl.com/d6f6hcr3