It was a network issue.
Once I have set "Enable debug logging" to true for the InfluxDB Logger device then I could see that it was a connection issue.
For the record I've installed InfluxDB on a VM and set port forwarding through VirtualBox, but apparently something was missing. Once I've put InfluxDB on the host machine the connection worked fine.
