At least eight people were killed as tornados struck parts of the densely populated Dallas-Fort Worth metroplex, leaving much of the region in darkness, local officials and media reported.
The Texas fatalities came after 17 people were killed in storm-related incidents since Thursday in Mississippi, Tennessee and Arkansas.
A tornado touched down around 6:45 pm (0045 GMT Sunday) in Garland, Texas, city officials said in a statement.
"Five deaths have been confirmed," the statement said. "Extensive damage has been reported to vehicles, homes, and apartments in the same area."
The deaths are "believed to be related to vehicles struck by the tornado," it said, adding that there was also an unconfirmed number of injuries.
The tornados -- residents say at least four of them -- snapped power cables and knocked over pylons, leaving some 50,000 people in the dark, the Dallas Morning News reported.
The Garland fatalities were apparently "blown off the highway by high winds," Garland police spokesman Mike Hatfield told the newspaper.
"We’re dealing with darkness out here," Hatfield said. "All of the street lights and highway lights are out."
Three other people were killed in weather-related incidents in Collin County, just north of the metroplex, the newspaper said, citing local police.
The late Saturday tragedy came as millions of residents in the southern United States struggle to recover from fierce storms and heavy flooding.
Feeding on unseasonably warm air, the storms and tornados have left a trail of destruction in rural communities from Alabama to Illinois.
In Alabama, where Governor Robert Bentley has declared a state of emergency to deal with the heavy flooding, tornadoes on Friday uprooted trees and tore off rooftops, with one touching down in Birmingham, the state's most populous city.
"The damage was ... confined to approximately one square mile," Birmingham Fire Department Chief Charles Gordon told CNN. "We have three houses that collapsed."
No one died, but Gordon said victims were rescued from the debris.