There is no majority party in the House. It might look that way at a glance, since two of the parties operate under the same name, but there are actually three parties in the House right now and none of them have a majority.
The only way to govern in this kind of situation is via a coalition, and as the largest unified party in the House the Democrats should lead that coalition.