Delta said it was working with local authorities to investigate what happened at the wheel and brake shop.
WSB-TV reported that a tire on a plane exploded. The television station cited unnamed sources.
Several Atlanta fire units and police responded to the maintenance hangar near Hartsfield-Jackson Atlanta International Airport shortly after 5 a.m.
“The Delta family is heartbroken at the loss of two team members and the injury of another following an incident this morning at the Atlanta Technical Operations Maintenance facility," Delta said in a statement. “We have extended our full support to family members and colleagues during this incredibly difficult time.”
The facility where the explosion happened is part of Delta TechOps, which performs maintenance, repair and overhaul work for Delta and more than 150 aviation and airline customers around the world.