Most likely it is the blower resistor, AKA blower module, although the switch is possible. IMO, based on the fact that it works on High, it is almost certainly the blower resistor.
Go here
Toyota Camry Factory Repair Manuals to download the manual to locate and repair.
FWIW
YMMV