Hermitage Springs is an unincorporated community in Clay County, Tennessee, in the United States.

The community is located along Tennessee State Route 52 about 15.5 miles (24.9 km) west of Celina and about 5.1 miles (8.2 km) east-northeast of Red Boiling Springs.

The community also lies 4 miles (6.4 km) south of the Kentucky state line.

[4] Students in the community attend Clay County Schools, including Clay County High School in Celina.

[5] Postal services in Hermitage Springs are conducted by the Red Boiling Springs post office by default, with ZIP code 37150.