At one point I was messing around with mixed media and silver gelatin fiber based photos. I too noticed a problem with getting the photo to stick down once i started adding the other mediums. One option that worked for me was to take the back layer of the photograph off. By rewetting the photo and carefully pulling off a layer of the paper worked....but it was time consuming.

You could also try printing on a single weight paper.