Subjects will take ASP015K or matching placebo orally with food for 12 weeks after randomization. Potential subjects who have previously used disease-modifying antirheumatic drugs (DMARDs) and/or biologic agents may be eligible to participate after completing a washout period. Subjects who complete the 12-week dosing period in this study may be eligible to participate in a long-term, open-label Extension Study.