With the cap closed push it towards the lens. It's the centre circle.
That's it... and if it's anything like mine it will be damn tight the first time it's popped out. I just kept pressing my thumb harder until it seemed a mystery whether the scope or the thumb would break first. After the first removal it became an easy operation!