To check your iPhone:
- Go to Settings > Mail, Contacts, Calendars.
- Select the account from which deleted messages are disappearing.
- Go to Account Info > Advanced.
- Under Deleted Messages, change Remove to Never.
- Go back to Advanced.
- Go back to Account Info.
- Click Done. This is important to save the setting!
My removal interval was set to After one week. Gotcha!