You have two different phrases: "I ... have to go to company" "I am leaving now to company" Neither is correct English, and it is not clear what you mean. Do you mean "company" as in a business organisation?
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.