What's wrong with sleeping on your side? Most people find it very uncomfortable to sleep on their backs. No doubt this applies to infants as well.
Eventually we caved, and it really works to calm them down. But we only do it under supervision. When she's asleep we'll roll her on her back.
There's a chance the baby rolls from the side onto their stomach, and that is associated with an increased chance of dying[1].
So in general better to avoid if you can.
[1]: https://www.nichd.nih.gov/sites/default/files/publications/p...