WASHINGTON—The Internal Revenue Service audited just 0.59% of individual tax returns last year, marking the seventh consecutive annual decline as the tax agency copes with smaller budgets and fewer workers.

That total was down from 0.62% the year before and hit the lowest mark since 2002, according to data released Monday.

Audits of the highest-income...