"Jonathan Keefe from Slant Magazine praised the song, notably its sparse electric guitar riff and Pink's "phenomenal vocal turn that is both vulnerable and accusatory", while "New York Times" reporter Jon Caramanica claimed "I Don't Believe You" swells like a classic soul ballad, as Pink pleads for a lover to reconsider walking away.