Unexpected error occurred running a simple unauthorized Rest query

Using:

[Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12

Taken from
Powershell 3.0 Invoke-WebRequest HTTPS Fails on All Requests.