Yes, you need to have a good voice to begin with but just like having 5 fingers does not make you an artist, having an excellent voice alone can not make you a voice actor.
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/2zloo2mv