WASHINGTON—Americans last month saved their extra money from the recent tax overhaul rather than spent it, which likely held back economic growth in the first quarter.

Consumer spending rose at a muted pace in February for the second month in a row, despite gains in household incomes both before and after taxes.

Personal income, reflecting...