The thief did a bunk before the police arrived.
do a bunk
idiomTo escape or flee, especially under incriminating circumstances.
When the manager realized the money was missing, he discovered the accountant had done a bunk.
Facing mounting debts and the threat of legal action, the disgraced executive did a bunk in the middle of the night, leaving his colleagues to face the consequences.