The Montgomery County Sheriff's Office said there was damage to several homes in the city of Clarksville.
Multiple trees, power lines and houses were also hit by storms in the rural town of Dresden, emergency services said.
Montgomery County, where Clarksville is located, has a population of over 220,000.
Officials also urged people to stay off the roads as emergency services were responding to the situation in different areas.

