Still a little puzzled but I think I figured out what you mean. When you say it's not turning over, you mean the starter is turning the motor but the engine is not firing up. If you have good spark then you may not be getting fuel. Your fuel pump may not be getting power, check the relay, the fuse, and the wires. Most likely the wire going to the pump is shorting to ground when it gets wet.
Don't forget to
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first then ask questions later! The loose nut behind the wheel