Always be sure controller is pointed directly at drone.
If drone is directly overhead and controller is pointing horizontal signal may get weak.
Is there any electronics around you?
Did you purchase the controller & drone together?
HAVE YOU TRIED TO RE-CONNECT CONTROLLER TO DRONE?
LINK DRONE...