Why was Osama bin Laden blamed for the 9 11 attacks?

Osama bin Laden claimed responsibility for the attacks. In 2004, he issued a statement. Part of his statement said:

As I watched the destroyed towers in Lebanon, it occurred to me punish the unjust the same way (and) to destroy towers in America so it could taste some of what we are tasting and to stop killing our children and women."