My heater turns on randomly after reaching the set temperature for 10-15 seconds.

If you find that your heater is turning on randomly after about 10-15 seconds of reaching the set temperature, this is perfectly normal and is something Lasko refers to as "air sampling". This is the thermostat of the space heater sampling the ambient room temperature to obtain an accurate reading.