European stocks surged Thursday to erase nearly all of their losses so far this year, propelled by the prospects of further central bank stimulus which pushed the euro to a nine-year low.

After a shaky start to 2015, a growing conviction that the European Central Bank will soon embark on a large-scale bond-buying program saw a rally that began on Wednesday gather pace.

The...