Mr Trump's attacks come a day after Mr Ryan, the top Republican in Congress, refused to defend him or campaign for him.
Facing criticism over sexually aggressive comments that surfaced on the weekend, the Republican nominee has seen his support among many Republican politicians slide.
It all comes less than a month before the national election.