If your WCF service is using .net framework 4.0 and someone has disabled TLS 1.0 on the server then you will see this exception. Due to .net 4.0 not supporting the higher versions of TLS.
Supported protocols: https://msdn.microsoft.com/en-us/library/system.security.authentication.sslprotocols(v=vs.100).aspx