After the first-ever downgrade of the U.S.'s sovereign-debt rating, investors world-wide poured their money into—not out of—U.S. Treasurys.

Prices for Treasury notes and bonds rose Monday, pushing yields—which fall as prices rise—to lows not seen since January 2009, one of the darkest months of the recession.

Traders said worries about the...