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While Willingham awaited his execution day, virtually every piece of physical evidence against him was reviewed and pronounced inadequate by independent fire expert Gerald Hurst. Hurst has spent years arguing that hard science needs to be brought into fire investigations.
"They said they found 20 indicators of arson. There were zero indicators of arson," said Hurst. "The Willingham case is like a hundred other cases I've seen, except that they executed him. The others are rotting away in prison."
Last year a scathing report by Dr. Craig Beyler for the Texas Forensic Science Commission concluded the Willingham arson investigation was "nothing more than a collection of personal beliefs that have nothing to do with science-based fire investigation."
Nevertheless, one of the original fire investigators in the case, Doug Fogg, remained adamant.
"I have no doubt the fire was deliberately set," he told ABC News.
Among the evidence Fogg used to support his conclusion was something called "crazed glass" -- tiny cracks in glass that sometimes show up in the aftermath of a fire.
Arson expert John Lentini described the phenomenon.
"This used to be evidence of arson," said Lentini. "It was a myth. They used it on Todd Willingham. They said we know this fire was a rapid fire 'cause we've got this crazed glass."
Turns out such glass breakage has nothing to do with an intentionally-set fire, even one in which an accelerant such as gasoline was used heavily.
"You cannot make crazed glass by heating it rapidly," said Lentini, "but you can by cooling it rapidly" -- as often happens, he said, because of the spray of firefighters' hoses.
Fogg was not convinced.
"They're going to take it to these labs and they're going to 'blah, blah, blah' and try to disprove it," said Fogg. "Well, I'll take it to the lab and disprove it... but come to the real world sometime, go out and let the beast get a hold of it."
Texas Gov. Rick Perry refused to stop the execution of Todd Willingham. The prisoner died by lethal injection Feb. 17, 2004.
Lentini said he was not guilty.
"No question," said Lentini. "Everything about that fire that they pointed to as evidence of arson was wrong."
Lentini also says another man serving a sentence for an arson conviction in Texas is not guilty.
His name is Curtis Severns, and his story was first investigated by The Texas Observer. Severns is serving 17 years after being convicted of setting fire to his gun shop in Plano, Texas. No one died in the fire.
Sue Severns only occasionally gets to speak to her husband by phone these days. He and Sue were married just one year.
"He was convicted on junk science," Sue Severns told ABC News. "Yet we were married at a science museum. The irony is just a little bit much to bear ... He would not have set that fire any more than Mother Theresa would have set that fire."