Is it just me or does it look like the plug has started to melt or at least gotten some heat? If you can, unplug the connector and clean all the contacts both in the connector and relay, I suspect they will be corroded as it looks to have gotten a little toasty. Fuse on opposite side is just a spare, if I mind rightly.