You will quarantine yourself but will have probably started spreading the virus before you knew you had it.
The current low infection rates are because people are changing their behaviour, not because the virus isn't a serious problem. This effort is slightly thwarted by selfish randos who ignore the risks.
Will social distancing really work over the long term though? We can't live in caves forever, eventually we have to come out.