Studies suggest that citizens have higher trust in some groups of scientists than in others. However, we still know little about the causes of these trust gaps. The current study fills this knowledge gap by examining Norwegian citizens' trust in climate scientists, economists, and so‐called “less politicized natural scientists.” I argue that trust in climate scientists and economists is lower than trust in less politicized natural scientists because the former fields are politicized, while the latter are not. Politicization strengthens ideological conflicts between citizens' ideology and research produced by climate scientists and economists, which leads to lower trust in these groups of scientists. I test this argument by running regression analyses on data from a representative survey of the Norwegian population. The results support the argument: Citizens have significantly higher trust in less politicized natural scientists than in both climate scientists and economists, and these differences can be explained by ideological biases in trust. Citizens with a proeconomic growth ideology have significantly lower trust in climate scientists than in less politicized natural scientists, and citizens with a left‐wing economic ideology have significantly lower trust in economists than in less politicized natural scientists.