Sponsors of the "Dream Act" needed 60 Senate votes but fell five short. The House passed the bill last week.
Immigrant advocates viewed the measure as a step toward providing a path to legal status for up to 12 million illegal immigrants by focusing on the most sympathetic among them first.
Critics called it a "back-door grant of amnesty" that would encourage more illegal immigration.
The Associated Press contributed to this report.