It happened around 5:30 a.m. in the 2800 block of Woodstock Street.
Police say the thieves cuffed the couple then led them to the basement before taking a large amount of cash.
Once police arrived, the couple had to wait for special metal cutters to free them from their handcuffs.
Both were shaken up, but otherwise okay.
The suspects are still at large.