Can the Holy Spirit take control of a person completely? At any point, can the Holy Spirit take control of a person completely so that the person may act beyond his control? I am trying to understand the Biblical view on this. My understanding is that the Holy Spirit is a submissive spirit, but, I have heard people say such as "Holy Spirit was controlling me". Looking forward eagerly for the answers.
Whether or not it is technically possible, it would contradict the nature of God to do so.

To overwhelm a person dispenses with free will, and most Christians view God as granting mankind the ability to choose him freely.  As illustrated in Hosea 


  “Therefore I am now going to allure her;
      I will lead her into the wilderness 
      and speak tenderly to her. (Hosea 2:14)


and Isaiah


  “I revealed myself to those who did not ask for me;
      I was found by those who did not seek me. 
  To a nation that did not call on my name, 
      I said, ‘Here am I, here am I.’
  2 All day long I have held out my hands
      to an obstinate people, 
  who walk in ways not good,
      pursuing their own imaginations —
  3 a people who continually provoke me
      to my very face, 
  offering sacrifices in gardens 
      and burning incense on altars of brick; (Isaiah 65:1-3)


God's nature is one of patience and long suffering towards his people.  A formulation that occurs throughout the old testament testifies to his longsuffering as well:


  I knew that you are a gracious and compassionate God, slow to anger and abounding in love, a God who relents from sending calamity  (Jonah 4:2)


In short, the nature of God is to woo, not whelm.

It is much like the old saw "Can God make a rock so big that he can't lift it?"  In truth, God cannot, not because he lacks adequate strength, but rather because doing so would violate his own attributes. In the case of the rock, God is all-powerful. His omnipotence constrains him to be all-powerful.  In the case of not overriding free will, his love constrains his action. Because God is all-loving, his attributes constrain him from overwhelming those he loves.

The Holy Spirit definitely compels people to act in accordance with the will of God (e.g. Acts 20:22)


  "And now, compelled by the Spirit, I am going to Jerusalem, not knowing what will happen to me there.


But, that is a far cry from a demon possession like experience.