It's probably just the oil level switch detecting the fact that the oil has slopped to the back of the engine while you're accelerating. New oil (which will be slightly more viscous) and topping it up to nearer the top of the sight glass should solve the problem.
(Welcome to the forum, btw.)
(Welcome to the forum, btw.)