Lee had been intrigued about the open invitation to this party. From what he could gather, the Dolohovs were important people and not that fond of the Ministry. Of course, he won't just trust hearsay, but he rather thought he'd see for himself what was up.
And so he'd dressed nicely enough and come here to the party, seeing a lot of familiar faces as well as some that he wasn't as familiar with.