The two are currently in the Awutu Breku Police custody.
Reports say, the motor owner, Daniel Brown, said when he woke up on Monday morning the motorbike was not in front of the house where it was parked before he went to sleep.
Upon a search, he found it in a nearby bush with the suspects.
Brown recounted he quickly mobilised his friends to nab and later handed them over to the police.
Meanwhile, the Awutu Breku Station Officer, Chief Inspector Stephen Tamaklo, who confirmed the arrest, said investigations were still ongoing.