I performed a "Download Music Info" and this problem got sorted.
BUT I once connected my phone in MSC mode to my laptop and now that music info is suddenly missing and SensMe is yet again empty.
Please look into this. I should NOT have to download music info every time I connect my phone in MSC mode.