If you want to know how the word "fact" is used in English, that is quite different from what philosophers or mathematicians consider "fact". So I don't know why this whole thread got filled with intellectual reasoning and rhetoric to demonstrate what really is and isn't fact. Fact is related to truth, and truth is enough of a confusing subject of debate. But that's not what you're asking as far as I can see. Here are some more definitions like the one you provided which seemed to prompt you to ask this question:
c. Something believed to be true or real:
American Heritage Dictionary2:a piece of information presented as having objective reality
("presented as having" does not refer to "real" fact - whatever that means)
Merriam-Webster Dictionary
Other definitions are along the lines of:
"information known to be true".
Would you admit that I can "know" something and be wrong? If that's true, then all other dictionaries allow for "fact" to mean something which is NOT true scientifically/objectively/verifiably.
So if you are interested in how the word "fact" is used in the language itself, forgetting the rigorous definitions of truth and fact that have to do with verification, and leaving apart the special study of epistemology and all the philosophical stuff, it's clear to me that when used in our language "fact" does not always mean something that is true.
Let's say the basis of whether something is fact is a definition, like the IAU's definition of a planet. Pluto is no longer a planet, but a dwarf planet, making the statement "Pluto is not a planet" a fact. Suppose the IAU change the definition tomorrow. Has the fact changed?