It's just plain physics. The heavier stuff can curl, too, as does stocking stitch knitting!
I find thst usi g flat things like place mats and rulers as weights helps immensely, when cutting out and when I'm pinning pieces of fabric together, I arrange the pins so that they hold down the edges.