Researchers found that methane concentrations in the air began to surge around 2007 and grew precipitously in 2014 and 2015.
In that two-year period, concentrations shot up by 10 or more parts per billion annually.
It is a stark contrast from the early 2000s when methane concentrations crept up by just 0.5 parts per billion on average each year.
The reason for the spike is unclear but may come from emissions from agricultural sources and mainly around the tropics - potentially from farm sites like rice paddies and cattle pastures.
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While research shows that the growth of carbon dioxide emissions has flattened out in recent years, methane emissions seem to be soaring.
"The leveling off we've seen in the last three years for carbon dioxide emissions is strikingly different from the recent rapid increase in methane," said Robert Jackson, professor at Stanford University.
"The results for methane are worrisome but provide an immediate opportunity for mitigation that complements efforts for carbon dioxide," Jackson said.
However, the bulk - about 60 percent - of methane added to the atmosphere every year comes from human activities.
They include farming sources like cattle operations - cows expel large quantities of methane from their specialised digestive tracks - and rice paddies - the flooded soils make good homes for microbes that produce the gas.
A smaller portion of the human budget, about a third, comes from fossil fuel exploration, where methane can leak from oil and gas wells during drilling.
A range of information - such as from large-scale inventories of methane emissions, measurements of methane in the air and computer models - suggests that this cycle has shifted a lot in the last two decades.
"For the last two years especially, the growth rate has been faster than for the years before," said Marielle Saunois, assistant professor at Universite de Versailles Saint Quentin.
The study was published in the journal Environmental Research Letters.