What you don't know won't hurt you; not knowing about something is preferable to knowing and being distressed by it.
Examples:
- She decided not to read the critics' reviews—ignorance is bliss.
Origin: From Thomas Gray's poem 'Ode on a Distant Prospect of Eton College,' 1742