I finally did it! After months of not really using it anymore but not parting with it either - today I deleted my WhatsApp account.
Some days ago I sent everyone in my contacts list this message to inform them about my action and my intentions behind it. (I used parts of the message of kuketz-blog.de - thanks mate!)