Something actual as opposed to invented.

“In this story, the Gettysburg Address is a fact, but the rest is fiction.”

Something which is real.

“Gravity is a fact, not a theory.”

Something concrete used as a basis for further interpretation.

“Let's look at the facts of the case before deciding.”

Used before making a statement to introduce it as a trustworthy one.