Yes, you should have a great voice to begin with but much like having 5 fingers does not make you an artist, having a great voice alone can not make you a voice actor.
But, voice work is a lot more than merely checking out a script. The most common sort of voice over artist is the storyteller. https://tinyurl.com/5n6kbp4e