iOS calendar doesn't sync in background
So the actual solution was to go to:

Settings &gt; Calendars &gt; Accounts &gt; Fetch New Data &gt; [My Account name] &gt;and here tap on "Push".

Selecting "Push" in
Settings &gt; Calendars &gt; Accounts &gt; Fetch New Data
was not enough.