Sales slid 0.7 percent in October from the level in September, the Office for National Statistics (ONS) said in a statement.
Market expectations had been for no change, according to analysts polled by Dow Jones Newswires.
Retail sales -- which are an important indicator of consumer confidence -- rose by 1.8 percent in October compared with the same month of last year.