Tripped GFCI, the rain is all it would take to trip one off when you plugged the lights in. Check for a GFCI near the breaker panel, often they are installed there so they protect what ever else is on the circuit. They also make GFI breakers and they would have a yellow test button on them. New house I bet. You just need to find where the GFCI is.
