Proposition 8
Tag 0AIU, permanent. Cite it as [Bourbaki, Tag 0AIU].
Lie Groups and Lie Algebras, chapter III, § 9. Commutators, centralizers and normalizers in a Lie group
Let be a finite-dimensional real or complex Lie group, its Lie algebra and a subset of . Then is a Lie subgroup of with Lie algebra .
Suppose that consists of a single point . Then is the set of fixed points of ; hence is a Lie subgroup of and is the set of fixed points of , that is (§ 3, no. 8, Corollary 1 to Proposition 29). The general case follows by means of § 6, no. 2, Corollary 3 to Proposition 1.
Bourbaki puts the proof directly after the statement, so what is above is the statement and its proof together.