A backlight device and a manufacturing method thereof are provided. The backlight device includes a substrate, a Light-Emitting Diode (LED) layer and a band-pass filter. The LED layer is disposed on the substrate and includes a plurality of LED chips arranged at intervals. The band-pass filter is disposed on the LED layer and is provided with openings formed at positions corresponding to the LED chips.