Not trying to be stupid or anything, but generate a 12-character (a-zA-Z0-9+symbols) strong password, write it on a sticky note and stick that sticky note on your computer.

Congratulations. Your RDP server is now resistant to brute-forcing.

p.s. after doing this, don't let anyone you don't trust into your office.