Logon to you Domain Controller, and start Group Policy Manager.
Right click on you “Default Domain Policy” and press edit
Go to Computer Configuration -Policies -> Windows Settings -> Security Settings -> Account Policy -> Password Policy
And set all settings to 0 (zero) or disable.
Do not set it to Not defined, that will set is as default behavior = Password complexity enabled.