It was not immediately clear what the target was. Militants linked to the conflict across the border in Syria have carried out attacks in and around Arsal in the past.
Emergency services were working to rescue people from the rubble, the National News Agency said.
Militant groups including al Qaeda's Nusra Front have a presence in western Syria, including near the border with Lebanon, and there are have been several incursions by militants reported in the region.