Sinking more money into coal, oil and gas does not make financial sense, and markets must be "re-oriented away from the counter-productive," he told UN climate envoys in Bonn.
"In 2016, an estimated $825 billion (697 billion euros) were invested in fossil fuels and high-emissions sectors," Guterres said.
"We must stop making bets on an unsustainable future that will place savings and societies at risk."
In a year marked by severe flooding in Asia, drought in Africa, and an exceptional North American hurricane season, the UN chief said climate change was already having a "catastrophic" effect on humankind.
Envoys are gathered in Germany to negotiate a nuts-and- bolts "rulebook" for executing the climate-rescue Paris Agreement adopted by most of the world's countries in 2015.
Under the pact, nations commit to limit average global warming to under two degrees Celsius (3.6 degrees Fahrenheit) over pre-Industrial Revolution levels, and 1.5 C if possible.
To this end, countries submitted voluntary pledges for curbing planet-warming emissions from the burning of fossil fuels.
But this week, reports showed that existing pledges would deliver only a third of what is needed, and that CO2 emissions were set to increase in 2017 for the first time in three years.
"And we may have only five years to bend the emissions curve towards 1.5 degrees. We need at least a further 25- percent cut in emissions by 2020."
Part of the solution was to steer investment away from fossil fuel projects to greener, sustainable energy, he told the conference.
"The world should adopt a simple rule: If big infrastructure projects aren't green, they shouldn't be given the green light," said Guterres.
"Investing in climate-friendly development is where the smart money is headed."
To meet the Paris goals, the world needs a price on at least 50 per cent of all carbon produced, Guterres said.
He urged rich countries to make true on their promise to mobilise USD 100 billion (84 billion euros) per year from 2020 to help developing nations prepare for, and deal with, the effects of climate change.
US President Donald Trump, in announcing that America would withdraw from the Paris Agreement, said in June that Washington would no longer contribute to the Green Climate Fund set up exactly for this purpose.
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