If you are talking about Product page you need to go to your Theme Editor
This should help.
I have just tried this and it seemed to work. However, I am not looking for it to be removed from the individual product once it is clicked on. Where I need it removed is upon where all the products are shown together. Is there a way to remove it from just the page where all products are grouped together, but have it remain once that individual product is clicked on?