What's happening in regtest mode? - Wireshark analysis
The regtest mode is basically for running a node in a test network where all peers have to be added manually and it is extremely easy to solve blocks. As such, there won't be any network traffic unless you start multiple nodes and connect them using the addnode RPC command. 

Alternatively, maybe you meant to run this in -testnet mode instead of -regtest mode?