The rate for the March-May period compares with 6.6 percent for the three months to the end of April, the Office for National Statistics (ONS) said in a statement.
At 6.5 percent, the rate was at its lowest level since late 2008.
The ONS added that the number of unemployed has meanwhile dropped by 121,000 to 2.12 million people.