Advisor delaying response, proposing changes every now and then in last week, how to deal? I have read various posts on SO related to my question, so the parts I got answer I am not putting here.

My advisor has asked me to write a paper and when I sent the draft it's with him until the last week of deadline for journal. Then he called me for meeting and I could clearly see the nice and crispy pages just printed without a single dot, and also he roughly turned pages and then told me do this and that. And these changes would take a lot of time. Then he again did the same and proposed such changes that are close to a whole revision and most of the times I ended up having to revert the changes. If to be honest, I want to tell him that please at least for one time read the whole paper, propose changes and let me do it then, it will save our months of time instead of keeping it with you for more then a month without reading. Same thing happened when I was writing my first annual report which had to be submitted before the 9th month of starting PhD, I submitted in my 7th month and ended up passing first year in 16th month after starting date.

I can't change advisor due to my study leave rules and my tenure of leave as well as the scholarship he gave I can't even talk to him as he is very reserved, not open for discussions or arguments.

Should I just do as it is or do I need to ask someone from management for help?
It is your PhD, not his! 

While it is true that writing papers is hard work you really need to take some initiative here. You need to arrange the meetings and make sure things are done by the deadlines. 

In all honesty he probably has more important things on his mind than your deadlines.