lhs =. removes any rules defined for lhs.
Rules are removed only when their left-hand sides are identical to lhs, and the tests in Condition given on the right-hand side are also identical.
See The Mathematica Book: Section 1.4.2, Section 2.4.3 and Section A.5.4.
See also: Clear, TagUnset.