Kane County Sheriff's Office said the first call came in just before 1 a.m.
A gray Infiniti with no license plates was last spotted speeding southbound on Washington Street at Fabyan Parkway in Batavia.
Officials said the people in the car were allegedly all wearing ski masks.
Deputies attempted a traffic stop on the southbound lanes on Church Road at Bilter Road in Aurora. However, the driver did not stop.
Officials said the driver led officers on a chase through Indian Trail, westbound, later turning northbound onto Orchard Road, entering onto the I-88 tollway.
Downers Grove police spiked the Infiniti as it headed eastbound on I-88. However, the chase led into Chicago.
Video shows several law enforcement vehicles chasing the car on the eastbound lanes of I-90 near Armitage Avenue.
The chase came to a stop when the suspect crashed in Chicago at Roosevelt and Central Park.
Milton Boni, 19 of Chicago, was identified as the driver of the Infiniti.
Boni is facing charges for driving over the legal speed limit, causing bodily injury of an individual, causing more than $300 in damages, disobeying traffic control devices, and concealing the vehicle's registration plates.
A 19-year-old male and a juvenile were also taken into custody after the crash. Officials said charges were pending.
The passengers were taken to a hospital for injuries related to the crash. All were expected to be OK.