Brown dwarfs—dim red stars that are too cool to burn hydrogen—are very similar in appearance to red dwarf stars, which are just hot enough to burn hydrogen.
Conclusion (accordingly)
If we find a star with no lithium inside, then it is not one of these coolest brown dwarfs.
(Alternatively) All of these coolest brown dwarfs have some lithium inside them.
Evidence
Stars when they're first formed contain lots of lithium. All stars but the coolest brown dwarfs are hot enough to burn off the lithium by converting it into helium.
Evaluate
This is a tough argument to evaluate. You would only really be able to see a gap or think of an objection if you had outside knowledge that stars go through a life cycle, and some of them end up as brown dwarfs, red dwarfs, red supergiants, supernovae, neutron stars, black holes, etc.
The way the facts are presented here make it seem hard to disagree with the conclusion.
If all stars start off with lithium in them, and the coolest brown dwarfs are not hot enough to burn off lithium by converting it into helium, then it feels like the conclusion is right, that any brown dwarf star would still have lithium in it.
I guess one piece of wiggle room is that the premise doesn't say that "brown dwarfs cannot get rid of lithium", it says that But maybe they can get rid of lithium by some other means.
Goal
Let's look for an answer where if we negated it, it would hurt the argument that .