Neurothirst

Neurothirst (noun):

The intense desire for mental stimulation, usually satisfied by solving complex problems or learning new skills.

After spending hours engrossed in a challenging crossword puzzle, he felt a surge of neurothirst, an insatiable craving for intellectual engagement that could only be quenched by delving into even more complex problems or diving into a new skill to master.