Sounds like hiccups!
And no, you cannot do anything to get rid of them!
They are actually thought to be a good thing - it indicates your baby is "practicing" breathing by swallowing amniotic fluid and "inhaling" it. It exercises the diaphragm.
They can be annoying sometimes.
My son can get them 3 to 4 times per day.