Do other controllers work?
Try the controller on another Xbox if possible. See if the problem continues - which would then indicate a fault in the controller.
Do you have the User Guide/Manual? Check the troubleshooting section to see if there is any specific meaning to the blinking.
Also check any adapter plugs, if any, that are in use. They may look connected but will not be so.