I recommend you do a house to house search for it.
Shouldn't take more than 20 minutes.
Alternatively, change the towns name to something where NOBODY would steal the sign.
Might I recommend "shitsucker" and "assgobbler"
Picture how lovely your town with a big old "Welcome to I EAT COCKS, IN" sign.
/work