This study aims to investigate the attitude of Saudi EFL learners toward learning English as a foreign language, their motivation, and contextual and surrounding factors affecting their attitudes positively or negatively. Out of the population that comprises students studying in levels 1 & and 2 of the graduate programs at Business College, PSAU, 216 EFL learners of Saudi Arabia were selected through a simple random sampling method. A self-designed questionnaire with partial adoption of modified items from existing studies was sent to the students to collect their responses. The quantitative approach (descriptive quantitative design) revealed that Saudi EFL students typically exhibited a high level of positivity toward English as a foreign language, and they demonstrated a high level of instrumental motivation but a lower level of integrative motivation toward English. The use of Spolsky’s (1969) and Gardner’s (1985) Second Language Learning Model and Second Language Acquisition theories respectively revealed that certain educational and social factors (e.g., English learning situation, language teachers, and parents) had an advantageous effect on Saudi EFL learners. In the same way, different social and educational factors, such as peer groups, educational settings, and educational environments, have been found negatively impacting learners' motivation and their desire to speak or learn the language. The study implies that the factors (learning physical environment, teaching material, peer groups) affecting the learners’ attitude negatively should be improved. The study would be beneficial to instructors and students in understanding the elements that impede language acquisition and assist them in attaining outstanding and effective English skills.