Origin is the electrical grid overload which caused incandescent lights to literally "brown out", as has been mentioned here.

Later is was coopted to mean any problems with power supply not including outright drop to zero-zero/disconnections. cf microcontroller brown-out handling, also mentioned above.

Then later it seems it was generalized to mean sort-of-non-terminal problem with supply of most anything.