"I thought it was fantastic," he told Andy Cohen on Sunday's episode of Watch What Happens Live. "She makes me feel a certain way as well."
The love fest began two weeks ago, when Bieber, 21, posted an Instagram of the Live! with Kelly and Michael host lying in bed in lacy lingerie.
"Wow Kelly makes me feel some type of way," he captioned the photo, adding, "no disrespect I know she's married!"
On her show, Ripa, 44, joked that the confession was a "cry for help," admitting she's taken her daughter to "400 Justin Bieber concerts."
But on Sunday, Consuelos, 44, had no problem with the pop star's compliment.
"Wow, he's bold, that little one," said Christina Applegate, also a guest on WWHL.
"I know, but what are you going to be, angry at Justin Bieber?" the Alpha House actor said.
"No," Consuelos and Applegate agreed in unison. "You can't be angry at Justin Bieber."