This is not a control box issue. (Controller)
This sounds like a diaphragm or solenoid not closing properly. (Mechanical Issue)
The valve will have to be located in the yard, and taken apart, cleaned or parts replaced.
And if it comes down to replacing parts, you need to go ahead and replace the entire top end. (Solenoid, Bonnet, Diaphragm, & Seat.