Captions NOT Shown Below Image

I just want my captions displayed below my gallery images. I installed this plugin. It increased the default WP gallery functionality to include the option to Show captions below images. But they still only appear on mouseover. How to fix?

https://wordpress.org/plugins/wc-gallery/