Methylphenidate (MP) is extensively prescribed for attention deficit hyperactivity disorder (ADHD). While MP is effective in ameliorating symptoms of ADHD, MP is also used illicitly among healthy subjects without ADHD for cognitive-enhancing purposes. The deleterious consequences associated with long-term MP use as well as its cessation on brain activity remains to be understood. To address this, we administered either water, low dose MP (LD MP), or high dose MP (HD MP) to healthy adolescent Sprague Dawley rats, with five days on the treatment and two days off for thirteen consecutive weeks. Rats were then abstinent from their respective treatments for four weeks. Using positron emission tomography (PET) and fluorodeoxyglucose [18F] (FDG), we scanned rats at three time points: after thirteen weeks of treatment, after one week of abstinence, and after four weeks of abstinence. After thirteen weeks of LD and HD MP treatment, increases in brain glucose metabolism (BGluM) were seen in several cortical and subcortical regions associated with sensory and motor functions as well as learning and memory. One-week abstinence from LD MP treatment promoted increased BGluM compared to both water treated and HP MP treated groups. After four weeks of abstinence, little group differences were seen. Longitudinally, we observed contrasting differences on BGluM depending on whether a LD or HD of MP was administered. Our results demonstrate that MP treatment during adolescence can significantly alter BGluM. Moreover, these changes in brain activity do not subside in many areas of the brain after both one and four-week drug abstinence.