Best Removable Glue for Gluing Metal Towel Bar to Stone
You can use 3M Command Strips. You just need the strips themselves, and not the hook. Attach one side to the bracket and the other to the granite. When you move out, just pull down on the strip to remove. 

Depending on the size, some of the strip may be visible. You may be able to trim it to size though.