MOSCOW—Russian President Vladimir Putin held a watered-down celebration of the Soviet defeat of Nazi Germany, with the coronavirus pandemic denying him what experienced been slated to be an extravagant exhibit of Russia’s armed service could possibly.

Mr. Putin rather sought to unite the nation close to its most revered collective memory through uplifting words and phrases and consoling gestures.

“We…