Police say the home invasion started just before midnight on Thursday on the 1800 block of 68th Avenue.
Investigators say the men broke into the house, then tied up the elderly couple inside the house and beat them.
Officers say the suspects then went through the house looking for prescription drugs and money.
They then ran off and remain on the loose.
There's no word on the conditions of the elderly couple.