Respected all,
I spent three sleepless nights to identify the free and efficient converter from Docx to latex format.
After the experiments, I settled on writer2latex.
With some minor manual editing, the tex file worked beautifully.
Just sending the video link in case someone has had the same pitiable plight as mine.