There are actually a few ways to buy Bitcoins with PayPal.

You can use a peer-to-peer exchange like

LocaltBitcoins (Only Bitcoin)
Paxful (Only Bitcoin)
Bitvalve (Low volume but lower fees and you can find Ethereum and Ripple here as well)

Also, now Bitflyer supports buying Bitcoin with PayPal money in their exchange.