Di2 not responding troubleshooting
I've borrowed a charger from a bike shop nearby and it was my charger that was dead.

Not sure how the battery drained itself completely in the first place but I charged the system and it came back to life.

Underneath the charger, there is the production date and mine was from 04/2013 so it's quite old and could have just died.