To engage in a short period of excessive consumption, especially of excessive alcohol or media consumption.
I binged on ice cream.
Word Origin
From Leicestershire and Northamptonshire dialect, binge (“to drink deeply", also "to soak, steep, drench", specifically "to swell a leaky wooden vessel by filling it with or plunging it into water”), ...