Crikey, some people shouldn't be allowed anywhere near a drill.
I think your options are (in rough order or complexity)
1. Put the tape back on and hope no one notices
2. If you want it to look pretty, then epoxy (Araldite) some dome head screws in - pro-bolt.com do a range of colours and...