The aims of the study were: (1) to investigate the current status of attendance behavior of Taiwanese college students at the Chinese Professional Baseball League (CPBL), (2) to compare the differences of attendance intention on CPBL for the Taiwanese college student with respect to different stages of attendance behavior, (3) to discuss the compatibility to apply the Theory of Planned Behavior (TPB) to explain attendance intention of college students towards the CPBL, and (4) to discuss the explanatory power in the application of the TPB to explain stages of attendance behavior for the college student towards the CPBL. In this study 1,345 college students were included and attendance intention for the CPBL was assessed based on the questionnaires Our results indicated that (1) with respect to the stages of attendance behavior, the college students in the Maintenance Stage have the strongest attendance intention. In contrary, students in Pre-contemplation Stage have the lowest attendance intention; (2) attendance attitudes, subjective norms, and perceived behavioral control for college students can effectively predicate the attendance intention and (3) Attendance attitude, subjective norms, perceived behavioral control, and attending intention were the key factors which affected the stage of attendance behavior moving from Pre-contemplation Stage to contemplation stage for college students. Therefore, the TPB demonstrated a compatibility to explain the attendance intention and the explanatory power to explain stages of attendance behavior towards the CPBL for Taiwanese college students. Futhermore, investigation on each stage for college student could be helpful to develop intervention strategy to facilitate behavior modification for attendance.