«If you stop training, muscle turns into fat»
False
What the evidence says
They are different tissues: muscle does not turn into fat or vice versa. When you stop training you lose muscle (through disuse) and, if you also overeat, you gain fat. It looks like a 'conversion', but they are two separate processes.
How settled this is
Biologically impossible to convert one tissue into the other.