Evaluating the factors leading to adult food addiction should shed light on potential preventive and treatment strategies for obesity and eating disorders. This research aimed to assess the relationship between food addiction, emotional eating, palatable eating motivations, and the factors that affected them. Five hundred twenty-two adults participated in this descriptive, cross-sectional study in Erzurum, Turkey. Participants completed a questionnaire that included a general information form, anthropometric measurements, Palatable Eating Motives Scale (PEMS), Yale Food Addiction Scale (YFAS), and Emotional Eater Questionnaire (EEQ). In total, 181 (34.7%) men and 341 (65.3%) women participated in the study. While 24.7% were overweight or obese, 65.7% had normal BMI (body mass index). Food addiction (FA) was determined in 18.2% of the participants. The FA group had significantly higher PEMS and EEQ scores (p <.001). The risk of FA was 3.18 times higher in women than in men (95% CI = 1.65, 6.13, p =.001). Significant positive associations between FA, BMI (OR = 1.06, 95% CI = 1.00, 1.11, p =.021), and EEQ (OR = 1.31, 95% CI = 1.23, 1.38, p =.000) were found. Emotional eating behavior and palatable eating motivations are more common in individuals with food addiction than nonfood addiction. Female gender, emotional eating, and high BMI values were determined as risk factors for food addiction.