A Maryland state commission rejected a proposal Thursday to give the company that owns the Laurel Park horse racing track a license to put in slot machines, prompting a lawsuit by the track’s owner.

Magna Entertainment Corp., a Canadian-based company, is suing to keep its bid alive.