Two people also suffered severe burns.
After the blaze, firefighters were sent to the inn near Railway Square and extinguished it.
The fire engulfed 15 of 60 rooms in the two-story building.
Firefighters managed to evacuate many of those trapped inside using a hydraulic ladder before containing the blaze.
The cause of the incident is not known.