REL recommends Blu-Tack for your type of installation.
If you want to experiment with something a bit less compliant (than 3M Blu-Tack) try HandiTAK by the makers of Super Glue.
DAP BlueStik is a suitable replacement for Blu-Tack if you can't find the 3M product.
DeKay