My toilet roll holder comes off the wall every 6-12 months. Regular plastic anchors aren't helping much.

I saw that toggle bolts are a great option, but I only have about 1.5" of depth to work with, and can't find any toggle bolts shorter than 2".

Aside from the asking the hardware store to cut them down for me, are there any recommendations for this scenario please?