Yes, you must have a great voice to start with but similar to having 5 fingers does not make you an artist, having an excellent voice alone can not make you a voice star.
However, voice work is a lot more than just reading a script. The most common sort of voice over artist is the storyteller. https://tinyurl.com/m4a9u7dn