Sounds like your Ground Fault Circuit Interrupter (GFCI) is doing its job of keeping you safe. They measure the current going out and back from what you plug-in. If the two are different, they trip because the electricity is going where it shouldn't - i.e. you have a ground fault, which is not surprising since your light strings are near ground.
I suggest you begin by tossing the oldest strings.
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