Highly Inflammable

Did you know that inflammable means flammable? Why’s this of any consequence? Typically, the prefix “in-” means “not”. Inconceivable means not conceivable. Incompatible means not compatible. Shouldn’t inflammable mean not flammable? How confusing is that!