Actually I think Robin2 was very close.
Id be willing to bet your plug wires or coil pack is bad.
The moisture decreases the resistance significantly. Once the car warms up it all evaporates.
My first suggestion would be to let the car sit in the moisture and start it in the dark while watching under the hood, you may see the sparks!