Yes unfortunately sounds like low oil pressure. Best to put a gauge on where the switch screws in to the engine. You need around 2 bar (25-30PSI).
If your on a budget you could try an oil additive like STP oil treatment. Liquid oil pressure.
Don't leave her ticking over with the light on, cause serious harm to the engine.