What happens when deleting a Custom Field?

To provide a bit more context. We have been using a few custom fields for our projects. But know they have become obsolete. I would like to remove and also don't want to lose the old data from when the field was relevant.

Any ideas what will happen ? Is is save to remove the fields ?