A while back, I asked people for hints about how to re-cover a cheap Walmart rocker.
Turns out it's exactly like making pillowcases!
Although the arms & foot-rest will take a bit more work.
Anyhow, here it is:

Before

After
*
I used a thin blanket to cover the seats. The felt is applique'd onto the fabric.