Yes.
Really, you need a proper tyre glue like
this . Its superglue, but very thin and runny. Fit the tyre to the wheel, then pull the sidewall on one side up slightly and add a drop of glue to the rim, before replacing the tyre. Gentle rotate the wheel and the glue should spread around the rim. Repeat on the other side of the tyre.