It happened just after 8 p.m. Saturday at the gym on San Bernardino Avenue and Tennessee Street.
It's unclear what caused the crash.
According to the Redlands Fire Department, the driver was the only person in the vehicle and no one was in the pool at the time.
The car has since been removed.