You need to rewire the circuit, as said.

The problem is the switch closes too early and then keeps them on for too long, which is what leads to the fuse melting!

For this reason, there are 'uprated' ones available, which are nothing more than just a tighter span.

Another benefit of rewiring is you alleviate the load placed on the fuse box.

Martin