Also remove the sensor and clean the contacts. If the contacts are full of poo, they cant conduct (when the coolant level is as high as the prongs on the sensor, the electrolyte closes the dynamic connection between the two prongs. No light). When the prongs get dirty, the connection is bad and the sensor thinks the level is low.
Good luck.