US Airways flight 710, destined for Zurich, was diverted to Logan Airport in Boston.
The 767 has 187 passengers and 9 crewmembers aboard.
Four flight attendants were taken to a hospital for observation after getting sick from the smell caused by electrical burning.
No other injuries were reported.
The passengers will be taken to another aircraft and continue to Zurich overnight.