In fact, the payment provider originally stopped accepting gambling-related transactions way back in 2003, long before any US state began legalizing online gambling.
PayPal has varied its stance on whether or not to allow online gambling transactions over the years. Pennsylvania Casinos with PayPal Deposits & Withdrawals (A to Z)