Yes — candidates already in government service usually need a No Objection Certificate.
The NOC is normally asked for at the document verification stage.
Apply through proper channel or inform your department as the rules require.
Without an NOC, some departments will not relieve you even after final selection.
Private-sector employees do not need an NOC — a relieving letter at the time of joining is enough.