Just 24 percent of registered voters said that Trump deserves the award, compared to 61 percent who said he does not, the Politico/Morning Consult poll released Wednesday found.
Among Democratic Party voters, only 5 percent said that Trump deserves the peace prize, compared to 87 percent who said he does not.
Half of Republicans, on the other hand, said Trump deserves the award, while 32 percent said he does not.
Independent voters fell closer to Democrats in their perceptions of whether Trump deserves the prize, with only 19 percent saying he does and 61 percent saying he does not.
Trump: I deserve the Nobel
Trump said last week that "everyone thinks" he deserves the Nobel Peace Prize. His comments came after South Korea’s president, Moon Jae-in suggested Trump should win the prize for his North Korea diplomacy and the containment of tensions on the Korean peninsula.
A number of GOP officials have also suggested in recent months that Trump should receive the Nobel Peace Prize for his efforts to rein in North Korea's nuclear program.
Trump's closest Republican allies in Congress nominated him for this year’s peace Nobel, giving him credit for pressuring North Korea into accepting a possible denuclearization agreement.
Should he win the award, Trump will be the fifth American president bestowed with the honor after former Presidents Theodore Roosevelt, Woodrow Wilson, Jimmy Carter and Barack Obama.
Obama received the award despite being the only US president to serve two complete terms with his country at war.
Critics say Trump does not deserve the prize either, as he has so far scrapped the Iran nuclear deal despite global condemnation, stepped up unauthorized US military interventions in Syria, Afghanistan and a number of African countries. He has also threatened North Korea with nuclear attack.