rumbling of the engine during acceleration after a rainy day

After it rained all day, my 2003 Ford Escape seemed to rumble
a bit, and the check engine light came on. When I was at a stop light, the check engine light went off, but when I accelerated the check engine light came back on. The next day, after being in the garage all night the car worked fine.