I've had the same problem repeatedly with Opera private tabs for over a year now. Every time I switch to some other app like 'Album' or even view my phone contacts, all the private tabs get closed. The same thing also keeps happening every time I start charging my phone. While the phone's charging, the private tabs get closed and I have to reopen new tabs, which is a right pain.
I'm on Android on a Sony Xperia phone.