@glitterbag,
The comedian Dave Gorman does a piece on this.
They're called eggcorns, a common misspelling used by a number of people. Tenderhooks is another.
The thing is some people use escape goat like scape goat, but others use it as escape as it.
My job is too much, I really need to get out, to escape goat.