GQ magazine's July issue quotes Saddam's former prison guards as saying he said he greatly admired president Ronald Reagan and thought president Bill Clinton was "OK", but had harsh words for both president Bushes, each of whom went to war against him.
"The Bush father, son, no good," one of the soldiers, Corporal Jonathan "Paco" Reese, 22, quoted Saddam as saying.
But his fellow GI, Specialist Sean O'Shea, then 19, said Saddam later softened that view.
"Towards the end he was saying that he doesn't hold any hard feelings and he just wanted to talk to Bush, to make friends with him," O'Shea told the magazine.
A third soldier, Specialist Jesse Dawson, quoted Saddam as saying of Bush, "He knows I have nothing, no mass weapons. He knows he'll never find them."
High value detainee
The three soldiers were among members of C Company, 2nd Battalion, 103rd Armor Regiment, a Pennsylvania National Guard unit from the Scranton area that was activated for duty in Iraq in late 2003.
Instead of going into combat, they were chosen by the FBI to serve as guards at a US military compound where Saddam was an "HVD", or high value detainee.
The nine-month assignment was so secret that they could not tell their families, according to the article by GQ correspondent Lisa DePaulo. The article names five of the soldiers who agreed to discuss the experience, with the military's permission.
"Saddam compared himself to Jesus, how Judas told on Jesus. He was like: 'That's how it was for me.' If his Judas never said anything, nobody ever would have found him, he said"
Specialist Jesse Dawson
They were required to sign statements prohibiting them from revealing the location, dates, garrison strength and certain other details of Saddam's incarceration.
But they were free to describe their interactions with the prisoner, according to the article.
Pentagon officials had no immediate comment because they had not seen the article, spokeswoman Lynnette Ebberts said on Monday.
The soldiers' descriptions of Saddam's life in prison match the recent photos of him that apparently were smuggled out of prison - showing the former president in his underwear and a long robe.
They describe a man who once lived in palaces and now occupies a cell where he has no privacy.
Once, when Saddam fell down during his twice-a-week shower, the article says: "Panic ensued. No one wanted him to be hurt while being guarded by Americans." One GI had to help Saddam back to his cell, another carried his underwear, it adds.
Saddam invited his American
guards to return to Iraq
Saddam learned the names of the soldiers guarding him, was interested in the details of their lives, which they were not supposed to discuss, and sometimes offered fatherly advice. They conversed in English.
O'Shea said when he told him he was not married, Saddam "started telling me what to do".
"He was like: 'You gotta find a good woman. Not too smart, not too dumb. Not too old, not too young. One that can cook and clean'".
The soldiers said Saddam was preoccupied with cleanliness, washing up after shaking hands and using diaper wipes to clean his meal trays, his utensils and the table before eating.
"He had germophobia or whatever you call it," said Dawson, 25.
The article quotes the soldiers on Saddam's eating preferences - Raisin Bran Crunch was his breakfast favorite. "No Froot Loops," he told O'Shea. He ate fish and chicken but refused beef at dinner.
"He'd always tell us he was still the president. That's what he thinks, One hundred percent"
Specialist Jesse Dawson quoting Saddam Hussein
Saddam prayed five times a day in his cell and kept a Quran that he claimed to have found in some rubble near his underground hideout.
"He proudly showed [it] to the boys because it was burned around the edges and had a bullet hole in it," the story says.
According to the author, Saddam told his guards that when the Americans invaded Iraq in March 2003, he "tried to flee in a taxicab as the tanks were rolling in", and the US planes attacked the palace to which he intended to escape rather than the one he was in, injuring some of his bodyguards.
"But then he started laughing," recalled Reese. "He goes: 'America, they dumb. They bomb wrong palace.'"
Saddam told the guards his capture in an underground hideout on 18 December 2003, resulted from a betrayal by the only man who knew where he was, and had been paid to keep the secret.
"He was really mad about that," said Dawson. "He compared himself to Jesus, how Judas told on Jesus. He was like: 'That's how it was for me.' If his Judas never said anything, nobody ever would have found him, he said."
Iraq's deposed leader was seized
in Tikrit in December 2003
US officials said at the time that Saddam's capture resulted from intelligence from several sources rather than a single informant.
The article says that if Saddam knew the statue of himself in Baghdad's Firdos Square was toppled on 9 April 2003, he never mentioned it to the GI guards.
He insisted that everything he did, including the 1990 invasion of Kuwait, was for the good of his people, and invited his guards to return to Iraq and stay at his palace after he was restored to power.
"He'd always tell us he was still the president. That's what he thinks, One hundred percent," said Dawson.