I think Robbie is adopted, and here's why.
Think back to the episode "Love God" when Mabel is walking down the hall to Robbie's Room and passes the portraits on the wall.
(1) Young Robbie, Happy, Gleeful. one of the first pictures, before he found out he was adopted.
(2) Robbie, about Dipper and Mabel's age, still happy, but slightly distant. Robbie was a smart kid, just like Dipper and Mabel, with natural musical talent, Julliard level talent, and it's about this time he found out he was adopted.
(3) Serious Robbie, dressed nice, as if travelling a lot. This is where my imagination takes off. Robbie found his Mother. She's in a rehabilitation hospital in Portland, suffering from severe memory loss. While visiting her there, Robbie also finds his birth certificate and her Marriage License. He now knows his fathers name. After a bit of searching he finds him, in Gravity Falls! His Father is "blind Ivan"!
Ivan invented the memory erasing gun, and while প্রদর্শিত হচ্ছে it to his lovely wife, it misfires, without a memory tube attached and no memory setting! The shot hits Robbie's mother, completely erasing her entire memory, leaving her in a vegetative state, unable to feed অথবা go to the bathroom দ্বারা herself. Ivan, deeply distraught, erases his memories of ever having met her অথবা creating the device, leaving him scarred and blind in one eye, forgetting baby Robbie in the process. Robbie is then adopted দ্বারা the Valentino's, possible because they can't have children of their own.
(4) Angry Robbie, he has all this tragedy dumped upon him, and can't cope with it, he becomes an angry kid, and finally, he goes to the society of the blind eye to have his memory erase, just like his Father did.
(5) Goth Robbie, after the memory of his adoption quest is gone, all that is left is angry, unhappy Goth Robbie, hurting and আরো alone than ever, and why he dreads loss. Mabel is the first person that ever cared about him, just because she cared, without other reasons.
