A small group of residents complained to the parish council for years before they took legal action in 2021 over noise from the site, which they said included ball strikes into metal fencing and anti-social behaviour.
The council was ordered to solve the problem by a High Court abatement order of 31 October 2022.
Richard Buxton Solicitors, which represented residents, said in July a district judge found the parish council guilty of breaching this order and the authority will be sentenced on 13 November.
On its website, the council said, external: “Following a recent court hearing, the parish council has made the difficult decision to remove the MUGA from the War Memorial Park.
“This decision has not been taken lightly, and we share in the disappointment felt by many in the community.
“However, we believe it is the most sensible course of action to abate the noise and resolve a five-year legal process thereby avoiding further legal costs.”
It added that new facilities will be paid for from grants and community funding where possible to avoid further rises in council tax.