UNITED NATIONS—Russia was ousted from the United Nations Human Rights Council in a General Assembly vote on Friday, signaling a backlash against its policies in Syria.

Russia lost its bid for re-election to council membership by just two votes, but human-rights organizations and some diplomats called the rejection “historic.”

“It’s hard to...