remove image overlay opacity

http://www.coloradoadventurerentals.com/about-colorado-adventure-rentals/

I’m trying to remove the opaque layer on images that is added by default when there is a caption:

I’m using this code and it doesn’t work:
.av-image-caption-overlay {
background: rgba(0,0,0,0) !important; }