The negative purpose structure uses 'so as not to' followed by the base verb. 'I took a cab so as not to be late' is correct. Option B 'in order to not' is awkward - standard English prefers 'in order not to'. Option C 'to avoid' would need 'being' late. Option D is colloquial and grammatically incomplete.