In Texas, two children died after a tree fell on their family car. The parents, who were in the front seats, were not injured, BBC reports.
Deaths were reported across Mississippi, Texas and Louisiana.
Some of the injured could not be rescued for hours due to debris on roadways, according to US media.
Authorities say at least 11 tornadoes touched down in three states before the storm began moving towards the East Coast.