The Conservatives say improved street cleaning and support for small businesses will be resourced.
The Conservatives take control of Harborough District Council after winning a key vote by 17 to 16.
Homes will be provided with a caddy and a bin ahead of the start of weekly collections.
The Conservatives are the largest single party on the authority and want to oust its Lib Dem leader.
The reduction would amount to £9.16 a year for a Band D home, the council says.
Conservative David Page takes the Logan ward, giving the Tories 16 seats on the council.
Campaigners said the town could lose its voice under a proposed shake-up of local government.
Reform UK's Jonny Austin takes the Fleckney seat from the Conservatives following a by-election.
Planning officers said the proposal could cause "harm to the character and appearance of the area".
