Loose handle?

On my big Henry Taylor, #3 gouge the handle came loose? Is there a way to fix this? I can actually pull it off the steel, I thought about using the Gorilla Glue, but thought i would ask the experts here first?

You mean the chisel pulled out of the handle? I've solved this with epoxy, Liquid Nails... Gorilla Glue could work too...