Only a couple of things I can think of:
1. Make sure it isn't a Smart Collection, and
2. Drag by placing the cursor on the actual picture NOT the grey area surrounding the image.
OMG!!!!!! I cannot believe I struggled for this for the longest time!!! I CANNOT THANK YOU ENOUGH!