The 31 students from Cameron Elementary School were all in the same art class together.
Chicago Public Schools says all were treated and released.
Thursday morning's Chicago Sun-Times quotes a fire department spokesman as saying the symptoms were "psychosomatic," meaning once a couple students complained the itchy feeling spread to others.