probably just because he's the same party as the SCOTUS majority's party

I think we've seen evidence that it's more than just party tribalism or identity politics. Justice Alito flying an upside down US flag, and an "Appeal to Heaven" flag seem noteworthy. The 100% pro-Trump rulings so far are also odd. Not even G.W. Bush had this much SCOTUS backup.