Cable lighting keeps fusing
Is the power source a simple transformer or a switch mode power supply?  Changing the bulbs from halogen to led should greatly reduce the current draw so I doubt the lights are the cause.  If you have a power supply, a cap or other component inside it may have aged and changed tolerance enough to cause an internal overload... the power supply went bad.