Ian pointed me to right direction. On touch devices we have to use touchstart and touchend events. I use modernizr to detect touch device. Here is the new codepen, which is working for me: http://codepen.io/anon/pen/yDKep
Thanks a lot Ian!
Edit: my solution doesn't work on android. It is better to check if target element on touchstart and touchend have same id for example.