Corollary 3
Tag 09FY, permanent. Cite it as [Bourbaki, Tag 09FY].
Integration, chapter VII, § 2. Quotient of a space by a group; homogeneous spaces
— Suppose that is unimodular and that there exists on a nonzero bounded positive measure relatively invariant under . Then is invariant, and is unimodular.
Let be the multiplier of . For every , and have the same finite total mass (§ 1, No. 1, formula (6)); since , we have . Thus is invariant. By Cor. 2, for all . Let be the set of such that . This is a closed normal subgroup of containing . Let be the canonical mapping of onto . Then is a nonzero, bounded positive measure invariant under . Therefore the left Haar measure of the group is bounded, so that is compact (§ 1, No. 2, Prop. 2). Consequently the image of under is a compact subgroup of ; this subgroup is reduced to , thus on all of .
Bourbaki puts the proof directly after the statement, so what is above is the statement and its proof together.