http://emergency.cdc.gov/disasters/surveillance/

Flash flooding labeled leading cause of weather-related deaths in the United States, accounting for approximately 200 deaths per year.

Then in another area of CDC,

"Heat waves are already the most deadly weather-related exposure in the U.S., and account for more deaths annually than hurricanes, tornadoes, floods, and earthquakes combined."