Some .meta files contain important information.
For example, this is part of a .meta file for a .png file in our project:
You can see there are a lot of settings that tell Unity how to use the associated
If you delete this .meta file, it will regenerate it, but you'll lose any import settings you had set. It can cause other issues, but just this example should be enough to convince you to leave them alone. :)