The 14th amendment is very clear on this, and has been upheld by the Supreme Court on many occasions.

Unless you are the child of a a diplomat or an invading soldier you are awarded citizenship if you are born under the jurisdiction of a state I.E. US soil. Illegal immigrants are still under US jurisdiction and their children are awarded citizenship as a result.