Typically the blower controller has failed ( sometimes generically called blower resistor ) this is an aluminum device bolted to the blower.

It has 3 wires on the car end and 2 on the blower end. The car end has power, ground and a thin wire for speed control.

Have any electrical items been added to the car recently? I've seen wrong wires attached to causing all sorts of interesting behavior.