Proposition 14
Tag 01CK, permanent. Cite it as [Bourbaki, Tag 01CK].
Lie Groups and Lie Algebras, chapter IX, § 4. Root system associated to a compact group
Let X be a subset of T, and let be the set of roots such that . The group is isomorphic to the quotient of the subgroup of fixing X by the subgroup generated by the reflections for .
Put ; since is the set of points of fixed by Ad(X), it is the sum of and the for which . Consequently, , so is generated by the reflections for . It now suffices to apply Prop. 7 of §2, no. 5.
We shall see below (§5, no. 3, Th. 1) that if G is simply-connected and X reduces to a point, the centralizer Z(X) is connected.
Bourbaki sets the proof directly after the statement, and the corpus does not separate them, so what is above is the statement and its proof together.