It doesn’t matter if the caddy has a hard drive in it or not, the blue light is on and steady. The backplane is a SAS2-836EL1. All other blue caddy lights seem to work/flash as normal.
I have one with the opposite issue, light won’t come on. Either way, if the bay works for drives the cause is most likely the logic board the controls the light.