It's a little bit heavy but you can use this in your .bash_profile:
PROMPT_COMMAND='PROMPT_COMMAND='\''PS1="\n\u$ "'\'
PROMPT_COMMAND is evaluated before every prompt. On the first line it resets itself to set the PS1 prompt for the next time (and continually thereafter). The '\''
bit is to include a '
inside a single-quoted string.