Uncommenting set bell-style none in /etc/inputrc and creating a .bash_profile with setterm -blength 0 didn't stop vim from beeping.
What worked for me was creating a .vimrc file in my home directory with set visualbell.
Source: https://linuxconfig.org/turn-off-beep-bell-on-linux-terminal
