The car, with Florida license plates, careened into the front of a house, crashing into the basement.
Officials say one person in the car was pronounced dead.
Two others were rushed to Winthrop University Hospital in Mineola with injuries.
The cause of the crash is under investigation.
Neighbors say cars frequently speed on the quiet street.