Baby only likes to sleep on his tummy

We’ve tried all we know, swaddles, sleepsuits etc but he only sleeps on his tummy or when he’s on our chests. This is the only way we can live because he cries for hours when we put him to sleep face up. I feel guilty because I know it’s wrong but has anyone ever experienced something like this? How do we get him to sleep face up?