While it's complicated to draw links between single weather events and climate change, the report found that many extreme events during the period were made more likely as a result of man-made climate change. In the case of some extreme high temperatures, the probability increased by a factor of 10 or more, the report said.
"Examples include the record high seasonal and annual temperatures in the United States in 2012 and in Australia in 2013, hot summers in eastern Asia and western Europe in 2013, heatwaves in spring and autumn 2014 in Australia, record annual warmth in Europe in 2014, and a heatwave in Argentina in December 2013," WMO said.
The report found no strong climate change link for extreme rainfall events.
— Arctic summer sea ice coverage was 28 percent below the 1981-2010 average, reaching a record low in 2012. By contrast the Antarctic sea ice was above average, especially the winter maximum.
— Surface melting of the Greenland ice sheet — a contributor to rising seas — continued at above-average levels, exceeding the 1981-2010 average in all five years from 2011 to 2015. Mountain glaciers also continued their decline.
— Snow cover in the northern hemisphere was "well below average" in all five years, continuing a strong downward trend.
Climate scientists who were not involved with the report said it underscored the need for governments to boost efforts to fight climate change beyond their pledges for last year's landmark Paris Agreement.
"The evidence is overwhelming," said Chris Field, director of the Stanford Woods Institute for the Environment. "The new report from WMO is a clarion call for embracing and going beyond the goals of the Paris Agreement."
The Paris deal calls for keeping global temperature rises below 2 degrees C (3.6 degrees Fahrenheit) compared with preindustrial times. The average temperature in 2015, partly influenced by a powerful El Nino event, was already halfway there.
"Halting global warming at a manageable level, as the world's nations decided in the Paris Agreement, is now a race against time," said Stefan Rahmstorf of the Potsdam Institute in Germany.