I have a window air conditioner with rain in it, can I still run it?

I have a window air conditioner with vents on the top, it rained last night, and when i turned on my unit the water was misting out at me through the vent where the air comes out. Is this normal, and it makes alot of noise with the water in there, is it safe to run? Should I empty the water out somehow?