By default the REST Client uses the BasicClientConnManager which only handles one connection at one time. In order to do concurrent connections, you need to use the AsyncHTTPBuilder:
def httpClient = new AsyncHTTPBuilder(
poolSize: 20,
uri: 'https://www.mysite.com'
)