Yes, you must have a great voice to start with but similar to 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 so much more than merely reading a script. The most typical sort of voice over artist is the storyteller. https://tinyurl.com/5csj9wwt