'A'isha reported that the Quraish had been anxious about the Makhzumi woman who had committed theft, and said: Who will speak to Allah's Messenger (may peace be upon him) about her? They said: Who dare it, but Usama, the loved one of Allah's Messenger (may peace be upon him)? So Usama spoke to him. Thereupon Allah's Messenger (may peace be upon him) said: Do you intercede regarding one of the punishments prescribed by Allah? He then stood up and addressed (people) saying: O people, those who have gone before you were destroyed, because if any one of high rank committed theft amongst them, they spared him; and it anyone of low rank committed theft, they inflicted the prescribed punishment upon him. By Allah, if Fatima, daughter of Muhammad, were to steal, I would have her hand cut off. In the hadith transmitted on the authority of Ibn Rumh (the words are):" Verily those before you perished."

Source:Sahih Musilm (book)
link:
http://www.guidedways.com/book_display-book-17-translator-2-start-10-num...

Also in a year when there was hunger, khalifat Omar stopped cutting hands off for stealing during those bad times