If dungeons work anything like vaults do, this will only serve to delete all the items you drop once you leave (and then reconnect) to the dungeon.
Just thought I'd save someone the heartache of deleting their items, if anyone wasn't already aware of how this kind of thing works. Worth a shot though with some low-tier items.