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 actor.
However, voice work is so much more than just checking out a script. The most typical sort of voice over artist is the storyteller. https://tinyurl.com/yof5ukcn