The problem seems to advance by successive movements, and the natural temptation is to explore sequences. But the answer comes before starting to try combinations.
Ten pieces and the black impossible
Riddle statement
You start with 10 white pieces on the table.
On each move you must choose exactly two pieces and turn them over: white goes to black and black goes to white.
Is it possible to ever get into a situation with exactly one black piece?