Prices are continuing to rise at their fastest rate for 40 years as food, energy and fuel costs climb, BBC reported.
UK inflation, the rate at which prices rise, edged up to 9.1% in the 12 months to May, from 9% in April, the Office for National Statistics (ONS) said.
Food price rises, particular for bread, cereal and meat, were a big factor in the latest rise, the ONS said.
Cost of living pressures have led to unions and workers calling for pay rises.
But the government has warned against employers handing out big increases in salaries over fears of a 1970s style "inflationary spiral", where prices continued to rise as wages went up.
Currently, inflation is at the highest level since March 1982, when it also stood at 9.1% and the Bank of England has warned it will reach 11% this year.
Inflation is the pace at which prices are rising. For example, if a bottle of milk costs £1 and that rises by 5p compared with a year earlier, then milk inflation is 5%, according to BBC.
In a BBC-commissioned survey of more than 4,000 people, 82% said they thought their wages should increase to match the rising price of goods and services.
Households were hit by an unprecedented £700-a-year increase in energy costs in April, and fuel price rises in June mean it costs more than £100 to fill an average family car with petrol.
The country's railways were severely disrupted on Tuesday as rail workers begun a series of strikes in a dispute over pay, jobs and conditions.
About 40,000 members of the Rail, Maritime and Transport (RMT) union working for Network Rail and 13 train operators walked out, with union bosses calling for a pay rise of 7%, while employers have offered a maximum of 3%.
Jon Richards, assistant general secretary Unison, accused ministers of "living on another planet" over "talks of public sector pay restraint".
"Under-pressure health, care, school and council services desperately need staff to be given a pay boost that matches runaway prices," he said, BBC reported.
But Dominic Raab told the BBC's Today programme: "We have got to stop making the problem worse by fuelling pay demands that will only see inflation stay higher for longer and that only hurts the poorest the worst."
The ONS said rising prices for food and non-alcoholic beverages helped fuel inflation in May.
Russia's war in Ukraine has severely restricted wheat and maize supplies, which are used to make bread and cereals, from two of the world's biggest exporters.
Ukraine is also a major producer of of sunflower oil, meaning to the costs of alternatives have also climbed.
Market reach firm Kantar has forecast that the average annual grocery bill in the UK is set to rise by £380 this year.
Supermarket Asda told the BBC some shoppers are setting £30 limits at checkouts and petrol pumps, with customers are putting less in their baskets and switching to budget ranges.
Grant Fitzner, chief economist at the ONS, said the prices of goods leaving factories rose at their fastest rate in 45 years in May, driven by "widespread food price rises".
Mr Fitzner added the cost of raw materials "leapt at their fastest rate on record".
But he said the steep rises in food and record high petrol prices in May had been stemmed by the price of clothes rising less than they did this time last year, along with a drop in computer game costs.
Responding to the latest inflation rate, Chancellor Rishi Sunak said the government was "using all the tools at our disposal to bring inflation down and combat rising prices".
"I know that people are worried about the rising cost of living, which is why we have taken targeted action to help families, getting £1,200 to the eight million most vulnerable households," he added, according to BBC.
But Rachel Reeves, Labour's shadow chancellor said the country needed "more than sticking plasters to get us back on course - we need a stronger, and more secure economy".
"Though rapid inflation is pushing family finances to the brink, the low wage spiral faced by many in Britain isn't new. Over the last decade, Tory mismanagement of our economy has meant living standards and real wages have failed to grow."
One way to try to control how fast prices are rising is to raise interest rates. This increases the cost of borrowing and encourages people to borrow and spend less, and save more.
In a bid to stem the pace of soaring prices, the Bank of England recently increased UK interest rates from 1% to 1.25%.
The move was the fifth consecutive rise, pushing rates to the highest level in 13 years. However, when inflation was last at 9.1% in March 1982, interest rates were 13%, Susannah Streeter, senior investment and markets analyst at Hargreaves Lansdown said, BBC reported.