BEIRUT—Syrian warplanes fired missiles into Lebanese territory on Monday, heightening the potential for Syria's neighbors to be pulled into its 18-month-old conflict.

Such spillover has rocked the delicate political balance in Lebanon, where rival sectarian political forces have thrown their support behind opposing sides in Syria's civil war.

"As...