Remove Play Button Over Gallery Image

How do I remove the red or blue (why are there red and blue?) play button over the images in the gallery? I would like just the images, I do like the over effect though so I don’t want to remove that part.

Thanks.

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