Yes, you need to have a great voice to begin with but similar to having 5 fingers does not make you an artist, having an excellent voice alone can not make you a voice actor.
But, voice work is a lot more than just checking out a script. The most common sort of voice over artist is the narrator. https://tinyurl.com/3hz2u3uh