Others already mentioned glue pads. If you don't mind putting up new wallpaper, professional installation tape can hold up to 140kg :P.
For lighter pictures there are plaster hooks (see picture). If you have lots of pics, a gallery rail might be the best option: www.picturehangingsystems.com