Yes, you must have a great voice to begin with but similar to having 5 fingers does not make you an artist, having a good voice alone can not make you a voice actor.
But, voice work is a lot more than simply checking out a script. The most typical sort of voice over artist is the storyteller. https://tinyurl.com/y5xfy4wd