Yes, you need to have a great voice to start with but much like having 5 fingers does not make you an artist, having a good 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/27promp6