I do not want to use bitcoin the centralized way, I want to have total control of my coins and be my own bank. Is this difficult to achieve? Are there prices I have to pay or is everyone eventually moving to the centralized way?
It's as easy as pressing the withdraw button on that exchange. No, seriously.
The price you pay is the due diligence you did or did not do. Learn how to securely use a hardware wallet.