Consumers are more confident than they have been since the early 2000s, as unemployment hit a 17-year low and the stock market continues to hit highs.

The Conference Board on Tuesday said its index of U.S. consumer confidence increased to 129.5 in November from 126.2 in October, which was already the highest level in 17 years.

The boost in...