Treated as spies and saboteurs. Death!

It is considered perfidy to perform combative actions while in the guise of civilians or in the uniform of a neutral or adverse party (aka your enemy).

Using disguises in non-combative ways, such as for espionage or for infiltration of troops ahead of a conflict, however, is considered a legitimate ruse of war so long as they do not engage in combat while so disguised.