The prisoners, many malnourished and some showing signs of torture, were found when US troops took control of an interior ministry building on Sunday.
The US raid followed repeated enquiries by the parents of a missing teenager.
Iraq's prime minister has promised to find those responsible for any abuse. Most of those held were Sunnis.
'Hard evidence'
The BBC's Caroline Hawley in Baghdad says the discovery will not come as a surprise to many Iraqis.
There have been persistent allegations of abuse by members of the Shia-dominated security forces, she says.
But Sunday's discovery is hard evidence and officials believe it may be the tip of the iceberg.
There are suspicions the building may also have been used as a base for a militia called the Badr Brigade, and that such militias may have infiltrated Iraq's security services, our correspondent adds.
The prison is reported to be in the central Jadiriya district of Baghdad.
Prime Minister Ibrahim Jaafari said he had been told that 173 detainees had been held, that they appeared malnourished, and may have been "subjected to some kind of torture".
He launched an inquiry and said the prisoners had been moved and would be given medical care.
Deputy interior minister Hussein Kamal, who saw some of the abuse victims personally, said: "I've never seen such a situation like this during the past two years in Baghdad, this is the worst.
"I saw signs of physical abuse by brutal beating, one or two detainees were paralysed and some had their skin peeled off various parts of their bodies."
Repeated allegations
The head of Iraq's largest Sunni political party said attempts to raise claims of torture in government detention centres had been rebuffed.
"According to our knowledge, regrettably, all the detainees were Sunnis," Mohsen Abdul-Hamid, head of the Iraqi Islamic Party, told the Associated Press news agency.
"In order to search for a terrorist, they used to detain hundreds of innocent people and torture them brutally."
A US soldier who carried out the raid said: "It's not what we expected at all, we were looking for a 15-year-old boy."
But the BBC's correspondent says the discovery will be embarrassing for the US military, which has been training Iraq's security services.
Human rights group Amnesty International welcomed the investigation but said it should cover other allegations of torture and maltreatment by Iraqi police and security forces belonging to the interior ministry.
The security forces have faced repeated allegations of systematic abuse and torture of detainees, and of extra-judicial killings.
A report by pressure group Human Rights Watch earlier this year said methods used by Iraqi police included beating detainees with cables, hanging them from their wrists for long periods and giving electric shocks to sensitive parts of the body.
I am so sad, angry, ashamed at this moment. Is this what us muslims have come to? Killing and torturing fellow brothers? :rant:
Apparently, some of these muslims are mis-leaded. Not all muslims are taught the right way of Islam. Some of us muslims are taught tha violence is permitted in Islam and some of us are taught that violence is not permitted in Islam. There is no muslim on this earth that knows the Islamic rules perfectly piece by piece. You have to understand that these muslims have no guidance in there life.
Do your charity in the name of Da'wah and help us out
Hey there! Looks like you're enjoying the discussion, but you're not signed up for an account.
When you create an account, we remember exactly what you've read, so you always come right back where you left off. You also get notifications, here and via email, whenever new posts are made. And you can like posts and share your thoughts. Sign Up
Iraq detainees 'found starving'
Apparently, some of these muslims are mis-leaded. Not all muslims are taught the right way of Islam. Some of us muslims are taught tha violence is permitted in Islam and some of us are taught that violence is not permitted in Islam. There is no muslim on this earth that knows the Islamic rules perfectly piece by piece. You have to understand that these muslims have no guidance in there life.
Hide
Looks like you're enjoying the discussion, but you're not signed up for an account.
Posting Permissions
Bookmarks