Does your SO make a point of keeping their phone hidden from you? And does it SEEM like they're hiding something and being particularly private and/or careful? If it feels that way, then it is most likely true.

And no, I don't believe i's normal. My SO is totally open book with me and says I can look in his phone if I ever wanted to and that there's nothing he'd ever hide from me.