Putty will work, just give it plenty of drying time and make sure you get the two parts good and mixed.

Also, FYI, drilling rock isn't hard work - not if it is true LR, its pretty soft. I personally use the bottom portion of plastic coat hangers rather than acrylic rods, which can be hard to find.