Since it's possible to build from different directory than project directory, relative path pointing to project directory should be prefixed with $$PWD/
(PWD
qmake variable contains absolute path to directory with currently processed *.pro
file).
Your line would look like:
LIBS += -L"$$PWD/sqlite3" -lsqlite3