The mesolimbic dopamine system plays a critical role in the reinforcing effects of rewards. Evidence from pre-clinical studies suggests that D₃ receptor antagonists may attenuate the motivational impact of rewarding cues. In this study we examined the acute effects of the D₃ receptor antagonist GSK598809 on attentional bias to rewarding food cues in overweight to obese individuals (n=26, BMI mean=32.7±3.7, range 27-40 kg/m²) who reported binge and emotional eating. We also determined whether individual differences in restrained eating style modulated the effects of GSK598809 on attentional bias. The study utilized a randomized, double-blind, placebo-controlled cross-over design with each participant tested following acute administration of placebo and GSK598809 (175 mg). Attentional bias was assessed by the visual probe task and modified Stroop task using food-related words. Overall GSK598809 had no effects on attentional bias in either the visual probe or food Stroop tasks. However, the effect of GSK598809 on both visual probe and food Stroop attentional bias scores was inversely correlated with a measure of eating restraint allowing the identification of two subpopulations, low- and high-restrained eaters. Low-restrained eaters had a significant attentional bias towards food cues in both tasks under placebo, and this was attenuated by GSK598809. In contrast, high-restrained eaters showed no attentional bias to food cues following either placebo or GSK598809. These findings suggest that excessive attentional bias to food cues generated by individual differences in eating traits can be modulated by D₃ receptor antagonists, warranting further investigation with measures of eating behaviour and weight loss.