I am also having this issue with my Gallery images. I've attached (a.jpeg) what they look like when I'm editing the Gallery and this is also how they are suppose to look as normal images. I've also attached (b.jpeg) what they look like after I've saved the Gallery page and published the site. Not sure why the color saturation bumps itself up after saving.